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Subject: [Boost-commit] svn:boost r76092 - in trunk: boost/math/special_functions libs/math/doc/sf_and_dist libs/math/doc/sf_and_dist/equations libs/math/doc/sf_and_dist/html libs/math/doc/sf_and_dist/html/index libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders libs/math/doc/sf_and_dist/html/math_toolkit/dist libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/cs_eg libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/nccs_eg libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/normal_example libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/st_eg libs/math/doc/sf_and_dist/html/math_toolkit/extern_c libs/math/doc/sf_and_dist/html/math_toolkit/main_overview libs/math/doc/sf_and_dist/html/math_toolkit/perf libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_tutorial libs/math/doc/sf_and_dist/html/math_toolkit/special/bessel libs/math/doc/sf_and_dist/html/math_toolkit/special/ellint libs/math/doc/sf_and_dist/html/math_toolkit/special/expint libs/math/doc/sf_and_dist/html/math_toolkit/special/factorials libs/math/doc/sf_and_dist/html/math_toolkit/special/inv_hyper libs/math/doc/sf_and_dist/html/math_toolkit/special/powers libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_beta libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_erf libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_gamma libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_poly libs/math/doc/sf_and_dist/html/math_toolkit/special/sinc libs/math/doc/sf_and_dist/html/math_toolkit/special/zetas libs/math/doc/sf_and_dist/html/math_toolkit/status libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1 libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals2 libs/math/doc/sf_and_dist/html/math_toolkit/using_udt libs/math/doc/sf_and_dist/html/math_toolkit/utils libs/math/doc/sf_and_dist/html/math_toolkit/utils/fp_facets libs/math/doc/sf_and_dist/html/math_toolkit/utils/next_float libs/math/doc/sf_and_dist/html/math_toolkit/utils/rounding libs/math/test
From: john_at_[hidden]
Date: 2011-12-21 11:08:00

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Author: johnmaddock
Date: 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
New Revision: 76092
URL: http://svn.boost.org/trac/boost/changeset/76092

Log:
Update zeta implementation to use much faster algorithm.
Change zeta test to use external template instances.
Added:
   trunk/libs/math/doc/sf_and_dist/equations/zeta6.mml (contents, props changed)
   trunk/libs/math/doc/sf_and_dist/equations/zeta6.png (contents, props changed)
   trunk/libs/math/doc/sf_and_dist/equations/zeta6.svg (contents, props changed)
   trunk/libs/math/test/double_test_instances.cpp (contents, props changed)
   trunk/libs/math/test/float_test_instances.cpp (contents, props changed)
   trunk/libs/math/test/ldouble_test_instances.cpp (contents, props changed)
   trunk/libs/math/test/real_concept_test_instances.cpp (contents, props changed)
Binary files modified:
   trunk/libs/math/doc/sf_and_dist/equations/zeta1.png
   trunk/libs/math/doc/sf_and_dist/equations/zeta1.svg
   trunk/libs/math/doc/sf_and_dist/equations/zeta2.png
   trunk/libs/math/doc/sf_and_dist/equations/zeta2.svg
   trunk/libs/math/doc/sf_and_dist/equations/zeta3.svg
   trunk/libs/math/doc/sf_and_dist/equations/zeta4.svg
   trunk/libs/math/doc/sf_and_dist/equations/zeta5.svg
Text files modified:
   trunk/boost/math/special_functions/zeta.hpp | 51 ++++++++
   trunk/libs/math/doc/sf_and_dist/html/index.html | 4
   trunk/libs/math/doc/sf_and_dist/html/index/s12.html | 2
   trunk/libs/math/doc/sf_and_dist/html/index/s13.html | 2
   trunk/libs/math/doc/sf_and_dist/html/index/s14.html | 2
   trunk/libs/math/doc/sf_and_dist/html/index/s15.html | 2
   trunk/libs/math/doc/sf_and_dist/html/index/s16.html | 2
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/implementation.html | 90 +++++++-------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/lanczos.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/refs.html | 19 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/relative_error.html | 6
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/remez.html | 56 ++++----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dist_algorithms.html | 22 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/bernoulli_dist.html | 37 ++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/beta_dist.html | 75 ++++++------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/binomial_dist.html | 98 +++++++--------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/cauchy_dist.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/chi_squared_dist.html | 41 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/exp_dist.html | 33 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/extreme_dist.html | 27 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/f_dist.html | 41 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/gamma_dist.html | 33 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/geometric_dist.html | 92 +++++++-------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/hypergeometric_dist.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_chi_squared_dist.html | 43 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_gamma_dist.html | 33 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_gaussian_dist.html | 42 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/laplace_dist.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/logistic_dist.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/lognormal_dist.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_beta_dist.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_chi_squared_dist.html | 43 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_f_dist.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_t_dist.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/negative_binomial_dist.html | 91 +++++++-------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/normal_dist.html | 33 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/pareto.html | 37 ++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/poisson_dist.html | 33 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/rayleigh.html | 43 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/students_t_dist.html | 43 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/triangular_dist.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/uniform_dist.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/weibull_dist.html | 43 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/nmp.html | 162 +++++++++++++-------------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/future.html | 28 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binom_conf.html | 4
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binomial_coinflip_example.html | 14 --
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binomial_quiz_example.html | 42 +-----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/cs_eg/chi_sq_intervals.html | 6
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/dist_construct_eg.html | 21 --
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/error_eg.html | 2
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_location_eg.html | 29 +---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_mean_and_sd_eg.html | 41 +-----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_scale_eg.html | 31 +---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/geometric_eg.html | 65 +++-------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/inverse_chi_squared_eg.html | 42 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/nccs_eg/nccs_power_eg.html | 6
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/neg_binom_conf.html | 5
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/neg_binom_size_eg.html | 8
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example1.html | 88 +++++---------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example2.html | 130 ++++++++++----------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/normal_example/normal_misc.html | 101 ++++++----------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/st_eg/tut_mean_intervals.html | 4
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/st_eg/tut_mean_size.html | 2
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/st_eg/tut_mean_test.html | 2
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/st_eg/two_sample_students_t.html | 2
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/extern_c/c99.html | 13 +
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/extern_c/tr1.html | 33 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/extern_c/tr1_ref.html | 21 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/main_overview/building.html | 18 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/main_overview/directories.html | 12
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/main_overview/error_handling.html | 72 +++++-----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/main_overview/history1.html | 96 +++++++-------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/main_overview/intro.html | 18 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/main_overview/navigation.html | 6
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/main_overview/tr1.html | 32 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/perf/comparisons.html | 66 +++++-----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref/assert_undefined.html | 2
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref/discrete_quant_ref.html | 58 ++++-----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref/error_handling_policies.html | 52 ++++----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref/internal_promotion.html | 12 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref/namespace_pol.html | 4
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref/pol_ref_ref.html | 17 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref/policy_defaults.html | 96 +++++++-------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_ref/precision_pol.html | 5
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_tutorial/ad_hoc_dist_policies.html | 1
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_tutorial/ad_hoc_sf_policies.html | 20 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_tutorial/changing_policy_defaults.html | 5
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_tutorial/namespace_policies.html | 21 --
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_tutorial/understand_dis_quant.html | 69 +++++-----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/policy/pol_tutorial/user_def_err_pol.html | 19 ---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/bessel/bessel.html | 30 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/bessel/bessel_over.html | 18 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/bessel/mbessel.html | 30 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/bessel/sph_bessel.html | 30 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/ellint/ellint_1.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/ellint/ellint_2.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/ellint/ellint_3.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/ellint/ellint_carlson.html | 34 ++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/ellint/ellint_intro.html | 36 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/expint/expint_i.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/expint/expint_n.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/factorials/sf_binomial.html | 19 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/factorials/sf_double_factorial.html | 20 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/factorials/sf_factorial.html | 32 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/factorials/sf_falling_factorial.html | 19 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/factorials/sf_rising_factorial.html | 19 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/inv_hyper/acosh.html | 23 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/inv_hyper/asinh.html | 23 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/inv_hyper/atanh.html | 23 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/powers/cbrt.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/powers/ct_pow.html | 43 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/powers/expm1.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/powers/hypot.html | 6
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/powers/log1p.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/powers/powm1.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/powers/sqrt1pm1.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_beta/beta_derivative.html | 27 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_beta/beta_function.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_beta/ibeta_function.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_beta/ibeta_inv_function.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_erf/error_function.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_erf/error_inv.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_gamma/digamma.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_gamma/gamma_derivatives.html | 27 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_gamma/gamma_ratios.html | 29 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_gamma/igamma.html | 37 ++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_gamma/igamma_inv.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_gamma/lgamma.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_gamma/tgamma.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_poly/hermite.html | 33 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_poly/laguerre.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_poly/legendre.html | 31 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sf_poly/sph_harm.html | 35 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sinc/sinc_pi.html | 9
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/sinc/sinhc_pi.html | 9
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/special/zetas/zeta.html | 41 ++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/status/history1.html | 96 +++++++-------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/status/issues.html | 60 +++++----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1/cf.html | 47 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1/constants.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1/minima.html | 19 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1/rational.html | 19 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1/roots.html | 41 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1/roots2.html | 241 +++++++++++++++++++--------------------
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1/series_evaluation.html | 23 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals1/tuples.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals2/error_test.html | 25 +--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals2/polynomials.html | 17 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/toolkit/internals2/test_data.html | 62 +++++-----
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/using_udt/archetypes.html | 32 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/using_udt/concepts.html | 12
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/fp_facets.html | 12
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/fp_facets/examples.html | 28 +--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/fp_facets/intro.html | 34 ++--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/fp_facets/reference.html | 42 +++---
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/fpclass.html | 22 +-
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/next_float/float_advance.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/next_float/float_distance.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/next_float/float_next.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/next_float/float_prior.html | 13 -
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/next_float/nextafter.html | 24 +--
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/rounding/modf.html | 1
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/rounding/round.html | 1
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/rounding/trunc.html | 1
   trunk/libs/math/doc/sf_and_dist/html/math_toolkit/utils/sign_functions.html | 36 ++--
   trunk/libs/math/doc/sf_and_dist/zeta.qbk | 10 -
   trunk/libs/math/test/Jamfile.v2 | 5
   trunk/libs/math/test/pch.hpp | 7
   trunk/libs/math/test/test_zeta.cpp | 3
   trunk/libs/math/test/test_zeta.hpp | 2
   171 files changed, 2552 insertions(+), 2860 deletions(-)

Modified: trunk/boost/math/special_functions/zeta.hpp
==============================================================================
--- trunk/boost/math/special_functions/zeta.hpp (original)
+++ trunk/boost/math/special_functions/zeta.hpp 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -89,6 +89,13 @@

 return sum * 1 / -boost::math::powm1(T(2), sc);
}
+
+#if 0
+//
+// This code is commented out because we have a better more rapidly converging series
+// now. Retained for future reference and in case the new code causes any issues down the line....
+//
+
//
// Classical p-series:
//
@@ -119,12 +126,53 @@
 policies::check_series_iterations<T>("boost::math::zeta_series2<%1%>(%1%)", max_iter, pol);
 return result;
}
+#endif
+
+template <class T, class Policy>
+T zeta_polynomial_series(T s, T sc, Policy const &)
+{
+ //
+ // This is algorithm 3 from:
+ //
+ // "An Efficient Algorithm for the Riemann Zeta Function", P. Borwein,
+ // Canadian Mathematical Society, Conference Proceedings.
+ // See: http://www.cecm.sfu.ca/personal/pborwein/PAPERS/P155.pdf
+ //
+ BOOST_MATH_STD_USING
+ int n = itrunc(log(boost::math::tools::epsilon<T>()) / -2);
+ T sum = 0;
+ T two_n = ldexp(T(1), n);
+ int ej_sign = 1;
+ for(int j = 0; j < n; ++j)
+ {
+ sum += ej_sign * -two_n / pow(T(j + 1), s);
+ ej_sign = -ej_sign;
+ }
+ T ej_sum = 1;
+ T ej_term = 1;
+ for(int j = n; j <= 2 * n - 1; ++j)
+ {
+ sum += ej_sign * (ej_sum - two_n) / pow(T(j + 1), s);
+ ej_sign = -ej_sign;
+ ej_term *= 2 * n - j;
+ ej_term /= j - n + 1;
+ ej_sum += ej_term;
+ }
+ return -sum / (two_n * (1 - pow(T(2), sc)));
+}

template <class T, class Policy>
T zeta_imp_prec(T s, T sc, const Policy& pol, const mpl::int_<0>&)
{
 BOOST_MATH_STD_USING
- T result;
+ T result;
+ if(fabs(sc) > 0.01f)
+ result = zeta_polynomial_series(s, sc, pol);
+ else
+ result = detail::zeta_series_imp(s, sc, pol);
+#if 0
+ // Old code archived for future reference:
+
 //
 // Only use power series if it will converge in 100
 // iterations or less: the more iterations it consumes
@@ -135,6 +183,7 @@
 result = detail::zeta_series2_imp(s, pol);
 else
 result = detail::zeta_series_imp(s, sc, pol);
+#endif
 return result;
}

Modified: trunk/libs/math/doc/sf_and_dist/equations/zeta1.png
==============================================================================
Binary files. No diff available.

Modified: trunk/libs/math/doc/sf_and_dist/equations/zeta1.svg
==============================================================================
Binary files. No diff available.

Modified: trunk/libs/math/doc/sf_and_dist/equations/zeta2.png
==============================================================================
Binary files. No diff available.

Modified: trunk/libs/math/doc/sf_and_dist/equations/zeta2.svg
==============================================================================
Binary files. No diff available.

Modified: trunk/libs/math/doc/sf_and_dist/equations/zeta3.svg
==============================================================================
Binary files. No diff available.

Modified: trunk/libs/math/doc/sf_and_dist/equations/zeta4.svg
==============================================================================
Binary files. No diff available.

Modified: trunk/libs/math/doc/sf_and_dist/equations/zeta5.svg
==============================================================================
Binary files. No diff available.

Added: trunk/libs/math/doc/sf_and_dist/equations/zeta6.mml
==============================================================================
--- (empty file)
+++ trunk/libs/math/doc/sf_and_dist/equations/zeta6.mml 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -0,0 +1,185 @@
+<?xml version='1.0'?>
+<!DOCTYPE html PUBLIC '-//W3C//DTD XHTML 1.1 plus MathML 2.0//EN'
+ 'http://www.w3.org/TR/MathML2/dtd/xhtml-math11-f.dtd'
+ [<!ENTITY mathml 'http://www.w3.org/1998/Math/MathML'>]>
+<html xmlns='http://www.w3.org/1999/xhtml'>
+<head><title>zeta6</title>
+
+</head>
+<body>
+<math xmlns="http://www.w3.org/1998/Math/MathML" display="block">
+ <mrow>
+ <mi>ζ</mi>
+ <mfenced>
+ <mrow>
+ <mi>s</mi>
+ </mrow>
+ </mfenced>
+ <mspace width="1em"/>
+ <mo>=</mo>
+ <mspace width="1em"/>
+ <mfrac>
+ <mrow>
+ <mo>−</mo>
+ <mn>1</mn>
+ </mrow>
+ <mrow>
+ <msup>
+ <mi>s</mi>
+ <mi>n</mi>
+ </msup>
+ <mfenced>
+ <mrow>
+ <mn>1</mn>
+ <mo>−</mo>
+ <msup>
+ <mn>2</mn>
+ <mrow>
+ <mn>1</mn>
+ <mo>−</mo>
+ <mi>s</mi>
+ </mrow>
+ </msup>
+ </mrow>
+ </mfenced>
+ </mrow>
+ </mfrac>
+ <munderover>
+ <mo>∑</mo>
+ <mrow>
+ <mi>j</mi>
+ <mo>=</mo>
+ <mn>0</mn>
+ </mrow>
+ <mrow>
+ <mn>2</mn>
+ <mi>n</mi>
+ <mo>−</mo>
+ <mn>1</mn>
+ </mrow>
+ </munderover>
+ <mfrac>
+ <mrow>
+ <msub>
+ <mi>e</mi>
+ <mi>j</mi>
+ </msub>
+ </mrow>
+ <msup>
+ <mfenced>
+ <mrow>
+ <mi>j</mi>
+ <mo>+</mo>
+ <mn>1</mn>
+ </mrow>
+ </mfenced>
+ <mi>s</mi>
+ </msup>
+ </mfrac>
+ <mspace width="1em"/>
+ <mo>+</mo>
+ <mspace width="1em"/>
+ <mi>γ</mi>
+ <mfenced>
+ <mrow>
+ <mi>s</mi>
+ </mrow>
+ </mfenced>
+ <mspace width="1em"/>
+ <mo>;</mo>
+ <mspace width="1em"/>
+ <msub>
+ <mi>e</mi>
+ <mi>j</mi>
+ </msub>
+ <mo>=</mo>
+ <msup>
+ <mfenced>
+ <mrow>
+ <mo>−</mo>
+ <mn>1</mn>
+ </mrow>
+ </mfenced>
+ <mi>j</mi>
+ </msup>
+ <mfenced>
+ <mrow>
+ <munderover>
+ <mo>∑</mo>
+ <mrow>
+ <mi>k</mi>
+ <mo>=</mo>
+ <mn>0</mn>
+ </mrow>
+ <mrow>
+ <mi>j</mi>
+ <mo>−</mo>
+ <mi>n</mi>
+ </mrow>
+ </munderover>
+ <mfrac>
+ <mrow>
+ <mi>n</mi>
+ <mo>!</mo>
+ </mrow>
+ <mrow>
+ <mi>k</mi>
+ <mo>!</mo>
+ <mfenced>
+ <mrow>
+ <mi>n</mi>
+ <mo>−</mo>
+ <mi>k</mi>
+ </mrow>
+ </mfenced>
+ <mo>!</mo>
+ </mrow>
+ </mfrac>
+ <mo>−</mo>
+ <msup>
+ <mn>2</mn>
+ <mi>n</mi>
+ </msup>
+ </mrow>
+ </mfenced>
+ <mspace width="1em"/>
+ <mo>∧</mo>
+ <mspace width="1em"/>
+ <mo>|</mo>
+ <msub>
+ <mi>γ</mi>
+ <mi>n</mi>
+ </msub>
+ <mfenced>
+ <mrow>
+ <mi>s</mi>
+ </mrow>
+ </mfenced>
+ <mo>|</mo>
+ <mo><</mo>
+ <mo>=</mo>
+ <mfrac>
+ <mn>1</mn>
+ <mrow>
+ <msup>
+ <mn>8</mn>
+ <mi>n</mi>
+ </msup>
+ <mo>|</mo>
+ <mn>1</mn>
+ <mo>−</mo>
+ <msup>
+ <mn>2</mn>
+ <mrow>
+ <mn>1</mn>
+ <mo>−</mo>
+ <mi>s</mi>
+ </mrow>
+ </msup>
+ <mo>|</mo>
+ </mrow>
+ </mfrac>
+ </mrow>
+</math>
+</body>
+</html>

Added: trunk/libs/math/doc/sf_and_dist/equations/zeta6.png
==============================================================================
Binary file. No diff available.

Added: trunk/libs/math/doc/sf_and_dist/equations/zeta6.svg
==============================================================================
Binary file. No diff available.

Modified: trunk/libs/math/doc/sf_and_dist/html/index.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/index.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/index.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -52,7 +52,7 @@
<div>Copyright © 2006-2010 John Maddock, Paul A. Bristow, Hubert Holin, Xiaogang Zhang, Bruno
 Lalande, Johan Råde, Gautam Sewani and Thijs van den Berg</div>
<div><div class="legalnotice">
-<a name="id1029870"></a>
+<a name="math_toolkit.legal"></a>
 Distributed under the Boost Software License, Version 1.0. (See accompanying
 file LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
 
@@ -513,7 +513,7 @@
 
</div>
<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
-<td align="left">Last revised: October 13, 2011 at 15:53:36 GMT</td>
+<td align="left">Last revised: December 21, 2011 at 15:35:10 GMT</td>
<td align="right"><div class="copyright-footer"></div></td>
</tr></table>
<hr>

Modified: trunk/libs/math/doc/sf_and_dist/html/index/s12.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/index/s12.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/index/s12.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -24,7 +24,7 @@
</div>
<div class="section">
<div class="titlepage"><div><div><h2 class="title" style="clear: both">
-<a name="id1479273"></a>Function Index</h2></div></div></div>
+<a name="id1440372"></a>Function Index</h2></div></div></div>
<a class="link" href="s12.html#idx_id_0">A</a> <a class="link" href="s12.html#idx_id_1">B</a> <a class="link" href="s12.html#idx_id_2">C</a> <a class="link" href="s12.html#idx_id_3">D</a> <a class="link" href="s12.html#idx_id_4">E</a> <a class="link" href="s12.html#idx_id_5">F</a> <a class="link" href="s12.html#idx_id_6">G</a> <a class="link" href="s12.html#idx_id_7">H</a> <a class="link" href="s12.html#idx_id_8">I</a> <a class="link" href="s12.html#idx_id_9">K</a> <a class="link" href="s12.html#idx_id_10">L</a> <a class="link" href="s12.html#idx_id_11">M</a> <a class="link" href="s12.html#idx_id_12">N</a> <a class="link" href="s12.html#idx_id_14">P</a> <a class="link" href="s12.html#idx_id_15">Q</a> <a class="link" href="s12.html#idx_id_16">R</a> <a class="link" href="s12.html#idx_id_17">S</a> <a class="link" href="s12.html#idx_id_18">T</a> <a class="link" href="s12.html#idx_id_19">U</a> <a class="link" href="s12.html#idx_id_20">V</a> <a class="link" href="s12.html#idx_id_21">W</a> <a class="link" href=
"s12.html#idx_id_22">Z</a>
<div class="variablelist"><dl>
<dt>

Modified: trunk/libs/math/doc/sf_and_dist/html/index/s13.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/index/s13.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/index/s13.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -24,7 +24,7 @@
</div>
<div class="section">
<div class="titlepage"><div><div><h2 class="title" style="clear: both">
-<a name="id1494760"></a>Class Index</h2></div></div></div>
+<a name="id1456422"></a>Class Index</h2></div></div></div>
<a class="link" href="s13.html#idx_id_24">B</a> <a class="link" href="s13.html#idx_id_25">C</a> <a class="link" href="s13.html#idx_id_26">D</a> <a class="link" href="s13.html#idx_id_27">E</a> <a class="link" href="s13.html#idx_id_28">F</a> <a class="link" href="s13.html#idx_id_29">G</a> <a class="link" href="s13.html#idx_id_30">H</a> <a class="link" href="s13.html#idx_id_31">I</a> <a class="link" href="s13.html#idx_id_33">L</a> <a class="link" href="s13.html#idx_id_34">M</a> <a class="link" href="s13.html#idx_id_35">N</a> <a class="link" href="s13.html#idx_id_37">P</a> <a class="link" href="s13.html#idx_id_39">R</a> <a class="link" href="s13.html#idx_id_40">S</a> <a class="link" href="s13.html#idx_id_41">T</a> <a class="link" href="s13.html#idx_id_42">U</a> <a class="link" href="s13.html#idx_id_44">W</a>
<div class="variablelist"><dl>
<dt>

Modified: trunk/libs/math/doc/sf_and_dist/html/index/s14.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/index/s14.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/index/s14.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -24,7 +24,7 @@
</div>
<div class="section">
<div class="titlepage"><div><div><h2 class="title" style="clear: both">
-<a name="id1497858"></a>Typedef Index</h2></div></div></div>
+<a name="id1457335"></a>Typedef Index</h2></div></div></div>
<a class="link" href="s14.html#idx_id_46">A</a> <a class="link" href="s14.html#idx_id_47">B</a> <a class="link" href="s14.html#idx_id_48">C</a> <a class="link" href="s14.html#idx_id_49">D</a> <a class="link" href="s14.html#idx_id_50">E</a> <a class="link" href="s14.html#idx_id_51">F</a> <a class="link" href="s14.html#idx_id_52">G</a> <a class="link" href="s14.html#idx_id_53">H</a> <a class="link" href="s14.html#idx_id_54">I</a> <a class="link" href="s14.html#idx_id_56">L</a> <a class="link" href="s14.html#idx_id_58">N</a> <a class="link" href="s14.html#idx_id_59">O</a> <a class="link" href="s14.html#idx_id_60">P</a> <a class="link" href="s14.html#idx_id_62">R</a> <a class="link" href="s14.html#idx_id_63">S</a> <a class="link" href="s14.html#idx_id_64">T</a> <a class="link" href="s14.html#idx_id_65">U</a> <a class="link" href="s14.html#idx_id_66">V</a> <a class="link" href="s14.html#idx_id_67">W</a>
<div class="variablelist"><dl>
<dt>

Modified: trunk/libs/math/doc/sf_and_dist/html/index/s15.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/index/s15.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/index/s15.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -24,7 +24,7 @@
</div>
<div class="section">
<div class="titlepage"><div><div><h2 class="title" style="clear: both">
-<a name="id1501835"></a>Macro Index</h2></div></div></div>
+<a name="id1459128"></a>Macro Index</h2></div></div></div>
<a class="link" href="s15.html#idx_id_70">B</a> <a class="link" href="s15.html#idx_id_74">F</a>
<div class="variablelist"><dl>
<dt>

Modified: trunk/libs/math/doc/sf_and_dist/html/index/s16.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/index/s16.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/index/s16.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -23,7 +23,7 @@
</div>
<div class="section">
<div class="titlepage"><div><div><h2 class="title" style="clear: both">
-<a name="id1502998"></a>Index</h2></div></div></div>
+<a name="id1461656"></a>Index</h2></div></div></div>
<a class="link" href="s16.html#idx_id_92">A</a> <a class="link" href="s16.html#idx_id_93">B</a> <a class="link" href="s16.html#idx_id_94">C</a> <a class="link" href="s16.html#idx_id_95">D</a> <a class="link" href="s16.html#idx_id_96">E</a> <a class="link" href="s16.html#idx_id_97">F</a> <a class="link" href="s16.html#idx_id_98">G</a> <a class="link" href="s16.html#idx_id_99">H</a> <a class="link" href="s16.html#idx_id_100">I</a> <a class="link" href="s16.html#idx_id_101">K</a> <a class="link" href="s16.html#idx_id_102">L</a> <a class="link" href="s16.html#idx_id_103">M</a> <a class="link" href="s16.html#idx_id_104">N</a> <a class="link" href="s16.html#idx_id_105">O</a> <a class="link" href="s16.html#idx_id_106">P</a> <a class="link" href="s16.html#idx_id_107">Q</a> <a class="link" href="s16.html#idx_id_108">R</a> <a class="link" href="s16.html#idx_id_109">S</a> <a class="link" href="s16.html#idx_id_110">T</a> <a class="link" href="s16.html#idx_id_111">U</a> <a class="link" href="s16.html#idx_id_112">V</a
> <a class="link" href="s16.html#idx_id_113">W</a> <a class="link" href="s16.html#idx_id_114">Z</a>
<div class="variablelist"><dl>
<dt>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/implementation.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/implementation.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/implementation.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -32,9 +32,9 @@
 of each function or distribution. The notes here are of a more general nature,
 and reflect more the general implementation philosophy used.
 
-<a name="math_toolkit.backgrounders.implementation.implemention_philosophy"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.implemention_philosophy-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.implemention_philosophy">Implemention
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h0"></a>
+ <a name="math_toolkit.backgrounders.implementation.implemention_philosophy"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.implemention_philosophy">Implemention
 philosophy</a>
 </h5>

@@ -84,9 +84,9 @@

 These could still provide sufficient accuracy for some speed-critical applications.
 
-<a name="math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values">Accuracy
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h1"></a>
+ <a name="math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.accuracy_and_representation_of_test_values">Accuracy
 and Representation of Test Values</a>
 </h5>

@@ -129,9 +129,9 @@
 a power of two (in order to ensure that the result is an exactly representable
 binary value).
 
-<a name="math_toolkit.backgrounders.implementation.tolerance_of_tests"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.tolerance_of_tests-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.tolerance_of_tests">Tolerance
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h2"></a>
+ <a name="math_toolkit.backgrounders.implementation.tolerance_of_tests"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.tolerance_of_tests">Tolerance
 of Tests</a>
 </h5>

@@ -155,9 +155,9 @@
 fail on other systems where long double is more accurate than double. Check
 first that the suffix L is present, and then that the tolerance is big enough.
 
-<a name="math_toolkit.backgrounders.implementation.handling_unsuitable_arguments"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.handling_unsuitable_arguments-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_unsuitable_arguments">Handling
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h3"></a>
+ <a name="math_toolkit.backgrounders.implementation.handling_unsuitable_arguments"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_unsuitable_arguments">Handling
 Unsuitable Arguments</a>
 </h5>

@@ -223,9 +223,9 @@
 done for most examples.
 </td></tr>
</table></div>
-<a name="math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined">Handling
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h4"></a>
+ <a name="math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_of_functions_that_are_not_mathematically_defined">Handling
 of Functions that are Not Mathematically defined</a>
 </h5>

@@ -257,9 +257,9 @@
 domain error occurs. Catching exceptions is therefore strongly recommended.
 </td></tr>
</table></div>
-<a name="math_toolkit.backgrounders.implementation.median_of_distributions"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.median_of_distributions-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.median_of_distributions">Median
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h5"></a>
+ <a name="math_toolkit.backgrounders.implementation.median_of_distributions"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.median_of_distributions">Median
 of distributions</a>
 </h5>

@@ -292,9 +292,9 @@
 <a href="http://documents.wolfram.com/v5/TheMathematicaBook/AdvancedMathematicsInMathematica/NumericalOperationsOnData/3.8.1.html" target="_top">Mathematica
 Basic Statistics.</a> give more detail, in particular for discrete distributions.
 
-<a name="math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity">Handling
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h6"></a>
+ <a name="math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.handling_of_floating_point_infinity">Handling
 of Floating-Point Infinity</a>
 </h5>

@@ -336,9 +336,9 @@
 What happens at (and near), poles can be controlled through <a class="link" href="../policy/pol_ref/error_handling_policies.html" title="Error Handling Policies">error
 handling policies</a>.
 
-<a name="math_toolkit.backgrounders.implementation.scale__shape_and_location"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.scale__shape_and_location-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.scale__shape_and_location">Scale,
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h7"></a>
+ <a name="math_toolkit.backgrounders.implementation.scale__shape_and_location"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.scale__shape_and_location">Scale,
 Shape and Location</a>
 </h5>

@@ -363,9 +363,9 @@
 for too many distributions to be generally applicable. Because they are non-member
 functions, they can be added if required.
 
-<a name="math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions">Notes
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h8"></a>
+ <a name="math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.notes_on_implementation_of_specific_functions__amp__distributions">Notes
 on Implementation of Specific Functions & Distributions</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc"><li class="listitem">
@@ -375,9 +375,9 @@
 as a approximation for the normal distribution, the most common usage,
 lower = -1, mode = 0 and upper = 1 would be more suitable.
 </li></ul></div>
-<a name="math_toolkit.backgrounders.implementation.rational_approximations_used"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.rational_approximations_used-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.rational_approximations_used">Rational
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h9"></a>
+ <a name="math_toolkit.backgrounders.implementation.rational_approximations_used"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.rational_approximations_used">Rational
 Approximations Used</a>
 </h5>

@@ -418,9 +418,9 @@
 still need to be accurately calculated, even if they can be in error compared
 to the "true" minimax solution.
 
-<a name="math_toolkit.backgrounders.implementation.representation_of_mathematical_constants"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.representation_of_mathematical_constants-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.representation_of_mathematical_constants">Representation
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h10"></a>
+ <a name="math_toolkit.backgrounders.implementation.representation_of_mathematical_constants"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.representation_of_mathematical_constants">Representation
 of Mathematical Constants</a>
 </h5>

@@ -479,9 +479,9 @@
<pre class="programlisting">double p = boost::math::constants::pi; // Context does not allow for disambiguation of overloaded function
double p = boost::math::constants::pi(); // Context does not allow for disambiguation of overloaded function
</pre>
-<a name="math_toolkit.backgrounders.implementation.thread_safety"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.thread_safety-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.thread_safety">Thread
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h11"></a>
+ <a name="math_toolkit.backgrounders.implementation.thread_safety"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.thread_safety">Thread
 safety</a>
 </h5>

@@ -504,9 +504,9 @@
 next C++ std revision, so hopefully all compilers will be required to do
 the right thing here at some point.
 
-<a name="math_toolkit.backgrounders.implementation.sources_of_test_data"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.sources_of_test_data-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.sources_of_test_data">Sources
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h12"></a>
+ <a name="math_toolkit.backgrounders.implementation.sources_of_test_data"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.sources_of_test_data">Sources
 of Test Data</a>
 </h5>

@@ -545,9 +545,9 @@
 unfortunately it appears to suffer from very poor accuracy in areas where
 the underlying special function is known to be difficult to implement.
 
-<a name="math_toolkit.backgrounders.implementation.creating_and_managing_the_equations"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.creating_and_managing_the_equations-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.creating_and_managing_the_equations">Creating
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h13"></a>
+ <a name="math_toolkit.backgrounders.implementation.creating_and_managing_the_equations"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.creating_and_managing_the_equations">Creating
 and Managing the Equations</a>
 </h5>

@@ -730,9 +730,9 @@
 MathML is not currently present in the Docbook output, or in the generated
 HTML: this needs further investigation.
 
-<a name="math_toolkit.backgrounders.implementation.producing_graphs"></a><h5>
-<a name="math_toolkit.backgrounders.implementation.producing_graphs-heading"></a>
- <a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.producing_graphs">Producing
+<h5>
+<a name="math_toolkit.backgrounders.implementation.h14"></a>
+ <a name="math_toolkit.backgrounders.implementation.producing_graphs"></a><a class="link" href="implementation.html#math_toolkit.backgrounders.implementation.producing_graphs">Producing
 Graphs</a>
 </h5>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/lanczos.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/lanczos.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/lanczos.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -26,9 +26,9 @@
<div class="titlepage"><div><div><h3 class="title">
<a name="math_toolkit.backgrounders.lanczos"></a><a class="link" href="lanczos.html" title="The Lanczos Approximation">The Lanczos Approximation</a>
</h3></div></div></div>
-<a name="math_toolkit.backgrounders.lanczos.motivation"></a><h5>
-<a name="math_toolkit.backgrounders.lanczos.motivation-heading"></a>
- <a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.motivation">Motivation</a>
+<h5>
+<a name="math_toolkit.backgrounders.lanczos.h0"></a>
+ <a name="math_toolkit.backgrounders.lanczos.motivation"></a><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.motivation">Motivation</a>
 </h5>

 Why base gamma and gamma-like functions on the Lanczos approximation?
@@ -98,10 +98,9 @@
 use similar analytic combinations of power terms, to combine gamma and beta
 functions divided by large powers into single (simpler) expressions.
 
-<a name="math_toolkit.backgrounders.lanczos.the_approximation"></a><h5>
-<a name="math_toolkit.backgrounders.lanczos.the_approximation-heading"></a>
- <a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.the_approximation">The
- Approximation</a>
+<h5>
+<a name="math_toolkit.backgrounders.lanczos.h1"></a>
+ <a name="math_toolkit.backgrounders.lanczos.the_approximation"></a><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.the_approximation">The Approximation</a>
 </h5>

 The Lanczos Approximation to the Gamma Function is given by:
@@ -160,9 +159,9 @@
 so take care when referring to the literature in this field.
 </td></tr>
</table></div>
-<a name="math_toolkit.backgrounders.lanczos.computing_the_coefficients"></a><h5>
-<a name="math_toolkit.backgrounders.lanczos.computing_the_coefficients-heading"></a>
- <a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.computing_the_coefficients">Computing
+<h5>
+<a name="math_toolkit.backgrounders.lanczos.h2"></a>
+ <a name="math_toolkit.backgrounders.lanczos.computing_the_coefficients"></a><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.computing_the_coefficients">Computing
 the Coefficients</a>
 </h5>

@@ -204,9 +203,9 @@
 on N, this product should be computed first, and then
 multiplied by F as the last step.
 
-<a name="math_toolkit.backgrounders.lanczos.choosing_the_right_parameters"></a><h5>
-<a name="math_toolkit.backgrounders.lanczos.choosing_the_right_parameters-heading"></a>
- <a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.choosing_the_right_parameters">Choosing
+<h5>
+<a name="math_toolkit.backgrounders.lanczos.h3"></a>
+ <a name="math_toolkit.backgrounders.lanczos.choosing_the_right_parameters"></a><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.choosing_the_right_parameters">Choosing
 the Right Parameters</a>
 </h5>

@@ -534,9 +533,9 @@
 an inexact value: this reduces accuracy in the common case that the input
 is exact, and so isn't used for the gamma function.
 
-<a name="math_toolkit.backgrounders.lanczos.references"></a><h5>
-<a name="math_toolkit.backgrounders.lanczos.references-heading"></a>
- <a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.references">References</a>
+<h5>
+<a name="math_toolkit.backgrounders.lanczos.h4"></a>
+ <a name="math_toolkit.backgrounders.lanczos.references"></a><a class="link" href="lanczos.html#math_toolkit.backgrounders.lanczos.references">References</a>
 </h5>
<div class="orderedlist"><ol class="orderedlist" type="1">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/refs.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/refs.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/refs.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -26,9 +26,9 @@
<div class="titlepage"><div><div><h3 class="title">
<a name="math_toolkit.backgrounders.refs"></a><a class="link" href="refs.html" title="References">References</a>
</h3></div></div></div>
-<a name="math_toolkit.backgrounders.refs.general_references"></a><h5>
-<a name="math_toolkit.backgrounders.refs.general_references-heading"></a>
- <a class="link" href="refs.html#math_toolkit.backgrounders.refs.general_references">General
+<h5>
+<a name="math_toolkit.backgrounders.refs.h0"></a>
+ <a name="math_toolkit.backgrounders.refs.general_references"></a><a class="link" href="refs.html#math_toolkit.backgrounders.refs.general_references">General
 references</a>
 </h5>

@@ -97,9 +97,9 @@
 03-0097, A Proposal to Add Mathematical Special Functions to the C++ Standard
 Library (version 2), Walter E. Brown</a>
 
-<a name="math_toolkit.backgrounders.refs.calculators"></a><h5>
-<a name="math_toolkit.backgrounders.refs.calculators-heading"></a>
- <a class="link" href="refs.html#math_toolkit.backgrounders.refs.calculators">Calculators</a>
+<h5>
+<a name="math_toolkit.backgrounders.refs.h1"></a>
+ <a name="math_toolkit.backgrounders.refs.calculators"></a><a class="link" href="refs.html#math_toolkit.backgrounders.refs.calculators">Calculators</a>
 </h5>

 We found (and used to create cross-check spot values - as far as their accuracy
@@ -119,9 +119,10 @@
 <a href="http://www.adsciengineering.com/bpdcalc/" target="_top">http://www.adsciengineering.com/bpdcalc/>
 Binomial Probability Distribution Calculator.
 
-<a name="math_toolkit.backgrounders.refs.other_libraries"></a><h5>
-<a name="math_toolkit.backgrounders.refs.other_libraries-heading"></a>
- <a class="link" href="refs.html#math_toolkit.backgrounders.refs.other_libraries">Other Libraries</a>
+<h5>
+<a name="math_toolkit.backgrounders.refs.h2"></a>
+ <a name="math_toolkit.backgrounders.refs.other_libraries"></a><a class="link" href="refs.html#math_toolkit.backgrounders.refs.other_libraries">Other
+ Libraries</a>
 </h5>

 <a href="http://www.moshier.net/#Cephes" target="_top">Cephes library</a> by Shephen

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/relative_error.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/relative_error.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/relative_error.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -77,9 +77,9 @@
 errors differ by a factor of 2, can actually be accurate to the same number
 of binary digits. You have been warned!
 
-<a name="zero_error"></a><a name="math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error"></a><h5>
-<a name="math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error-heading"></a>
- <a class="link" href="relative_error.html#math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error">The
+<a name="zero_error"></a><h5>
+<a name="math_toolkit.backgrounders.relative_error.h0"></a>
+ <a name="math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error"></a><a class="link" href="relative_error.html#math_toolkit.backgrounders.relative_error.the_impossibility_of_zero_error">The
 Impossibility of Zero Error</a>
 </h5>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/remez.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/remez.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/backgrounders/remez.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -93,10 +93,10 @@
 Unfortunately we don't know where the extrema of the error function
 are located!
 
-<a name="math_toolkit.backgrounders.remez.the_remez_method"></a><h5>
-<a name="math_toolkit.backgrounders.remez.the_remez_method-heading"></a>
- <a class="link" href="remez.html#math_toolkit.backgrounders.remez.the_remez_method">The Remez
- Method</a>
+<h5>
+<a name="math_toolkit.backgrounders.remez.h0"></a>
+ <a name="math_toolkit.backgrounders.remez.the_remez_method"></a><a class="link" href="remez.html#math_toolkit.backgrounders.remez.the_remez_method">The
+ Remez Method</a>
 </h5>

 The Remez method is an iterative technique which, given a broad range of
@@ -173,10 +173,10 @@
 
</td></tr>
</table></div>
-<a name="math_toolkit.backgrounders.remez.remez_step_1"></a><h5>
-<a name="math_toolkit.backgrounders.remez.remez_step_1-heading"></a>
- <a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_step_1">Remez Step
- 1</a>
+<h5>
+<a name="math_toolkit.backgrounders.remez.h1"></a>
+ <a name="math_toolkit.backgrounders.remez.remez_step_1"></a><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_step_1">Remez
+ Step 1</a>
 </h5>

 The first step in the Remez method, given our current set of N+2 Chebyshev
@@ -204,10 +204,10 @@
 not located at the extrema, but the maximum relative error has now dropped
 to 5.6x10-4.
 
-<a name="math_toolkit.backgrounders.remez.remez_step_2"></a><h5>
-<a name="math_toolkit.backgrounders.remez.remez_step_2-heading"></a>
- <a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_step_2">Remez Step
- 2</a>
+<h5>
+<a name="math_toolkit.backgrounders.remez.h2"></a>
+ <a name="math_toolkit.backgrounders.remez.remez_step_2"></a><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_step_2">Remez
+ Step 2</a>
 </h5>

 The second step is to locate the extrema of the new approximation, which
@@ -233,9 +233,9 @@

 In our example we perform multi-point exchange.
 
-<a name="math_toolkit.backgrounders.remez.iteration"></a><h5>
-<a name="math_toolkit.backgrounders.remez.iteration-heading"></a>
- <a class="link" href="remez.html#math_toolkit.backgrounders.remez.iteration">Iteration</a>
+<h5>
+<a name="math_toolkit.backgrounders.remez.h3"></a>
+ <a name="math_toolkit.backgrounders.remez.iteration"></a><a class="link" href="remez.html#math_toolkit.backgrounders.remez.iteration">Iteration</a>
 </h5>

 The Remez method then performs steps 1 and 2 above iteratively until the
@@ -249,9 +249,9 @@

 <img src="../../../graphs/remez-4.png" alt="remez-4">
 
-<a name="math_toolkit.backgrounders.remez.rational_approximations"></a><h5>
-<a name="math_toolkit.backgrounders.remez.rational_approximations-heading"></a>
- <a class="link" href="remez.html#math_toolkit.backgrounders.remez.rational_approximations">Rational
+<h5>
+<a name="math_toolkit.backgrounders.remez.h4"></a>
+ <a name="math_toolkit.backgrounders.remez.rational_approximations"></a><a class="link" href="remez.html#math_toolkit.backgrounders.remez.rational_approximations">Rational
 Approximations</a>
 </h5>

@@ -298,9 +298,9 @@
 error drops to 8.7x10-5. That's a 5 fold increase in accuracy, for the same
 number of terms overall.
 
-<a name="math_toolkit.backgrounders.remez.practical_considerations"></a><h5>
-<a name="math_toolkit.backgrounders.remez.practical_considerations-heading"></a>
- <a class="link" href="remez.html#math_toolkit.backgrounders.remez.practical_considerations">Practical
+<h5>
+<a name="math_toolkit.backgrounders.remez.h5"></a>
+ <a name="math_toolkit.backgrounders.remez.practical_considerations"></a><a class="link" href="remez.html#math_toolkit.backgrounders.remez.practical_considerations">Practical
 Considerations</a>
 </h5>

@@ -406,10 +406,10 @@
 It's clearly still not ideal, but it is only a few percent away from our
 desired minimax solution (5x10-4).
 
-<a name="math_toolkit.backgrounders.remez.remez_method_checklist"></a><h5>
-<a name="math_toolkit.backgrounders.remez.remez_method_checklist-heading"></a>
- <a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_method_checklist">Remez
- Method Checklist</a>
+<h5>
+<a name="math_toolkit.backgrounders.remez.h6"></a>
+ <a name="math_toolkit.backgrounders.remez.remez_method_checklist"></a><a class="link" href="remez.html#math_toolkit.backgrounders.remez.remez_method_checklist">Remez Method
+ Checklist</a>
 </h5>

 The following lists some of the things to check if the Remez method goes
@@ -460,9 +460,9 @@
 over, say [0, b], for some smallish value b.
 </li>
</ul></div>
-<a name="math_toolkit.backgrounders.remez.references"></a><h5>
-<a name="math_toolkit.backgrounders.remez.references-heading"></a>
- <a class="link" href="remez.html#math_toolkit.backgrounders.remez.references">References</a>
+<h5>
+<a name="math_toolkit.backgrounders.remez.h7"></a>
+ <a name="math_toolkit.backgrounders.remez.references"></a><a class="link" href="remez.html#math_toolkit.backgrounders.remez.references">References</a>
 </h5>

 The original references for the Remez Method and it's extension to rational

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dist_algorithms.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dist_algorithms.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dist_algorithms.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -27,9 +27,9 @@
<a name="math_toolkit.dist.dist_ref.dist_algorithms"></a><a class="link" href="dist_algorithms.html" title="Distribution Algorithms">Distribution
 Algorithms</a>
</h4></div></div></div>
-<a name="math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions-heading"></a>
- <a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions">Finding
+<h5>
+<a name="math_toolkit.dist.dist_ref.dist_algorithms.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions"></a><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.finding_the_location_and_scale_for_normal_and_similar_distributions">Finding
 the Location and Scale for Normal and similar distributions</a>
 </h5>

@@ -49,13 +49,12 @@
<pre class="programlisting">using boost::math::policies::policy; // May be needed by users defining their own policies.
using boost::math::complement; // Will be needed by users who want to use complements.
</pre>
-<a name="math_toolkit.dist.dist_ref.dist_algorithms.find_location_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dist_algorithms.find_location_function-heading"></a>
- <a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.find_location_function">find_location
+<h5>
+<a name="math_toolkit.dist.dist_ref.dist_algorithms.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dist_algorithms.find_location_function"></a><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.find_location_function">find_location
 function</a>
 </h5>

-

<pre class="programlisting">#include <boost/math/distributions/find_location.hpp></pre>

@@ -79,18 +78,17 @@

 }} // namespaces
</pre>
-<a name="math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function-heading"></a>
- <a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function">find_scale
+<h5>
+<a name="math_toolkit.dist.dist_ref.dist_algorithms.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function"></a><a class="link" href="dist_algorithms.html#math_toolkit.dist.dist_ref.dist_algorithms.find_scale_function">find_scale
 function</a>
 </h5>

-

<pre class="programlisting">#include <boost/math/distributions/find_scale.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

template <class Dist, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
 typename Dist::value_type find_scale( // For example, normal mean.

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/bernoulli_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/bernoulli_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/bernoulli_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,16 +28,15 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/bernoulli.hpp></pre>

 
<pre class="programlisting">namespace boost{ namespace math{
- template <class RealType = double,
+ template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
 class bernoulli_distribution;
-
+
 typedef bernoulli_distribution<> bernoulli;

 template <class RealType, class <a class="link" href="../../../policy.html" title="Policies">Policy</a>>
@@ -51,7 +50,7 @@
 // Accessor function.
 RealType success_fraction() const
 // Probability of success (as a fraction).
- };
+ };
}} // namespaces
</pre>

@@ -86,9 +85,9 @@

 <img src="../../../../../graphs/bernoulli_cdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions-heading"></a>
- <a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions"></a><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">bernoulli_distribution(RealType p);
@@ -102,9 +101,9 @@

 Returns the success_fraction parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors-heading"></a>
- <a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors"></a><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -127,17 +126,17 @@
 Outside this range, functions are undefined, or may throw domain_error
 exception and make an error message available.
 
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy-heading"></a>
- <a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy"></a><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.accuracy">Accuracy</a>
 </h5>

 The Bernoulli distribution is implemented with simple arithmetic operators
 and so should have errors within an epsilon or two.
 
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation-heading"></a>
- <a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation"></a><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.implementation">Implementation</a>
 </h5>

 In the following table p is the probability of success
@@ -326,9 +325,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.references-heading"></a>
- <a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.bernoulli_dist.references"></a><a class="link" href="bernoulli_dist.html#math_toolkit.dist.dist_ref.dists.bernoulli_dist.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/beta_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/beta_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/beta_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/beta.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

- template <class RealType = double,
+ template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class beta_distribution;

@@ -51,28 +50,28 @@
 typedef Policy policy_type;
 // Constructor from two shape parameters, alpha & beta:
 beta_distribution(RealType a, RealType b);
-
+
 // Parameter accessors:
 RealType alpha() const;
 RealType beta() const;
-
+
 // Parameter estimators of alpha or beta from mean and variance.
 static RealType find_alpha(
 RealType mean, // Expected value of mean.
 RealType variance); // Expected value of variance.
-
+
 static RealType find_beta(
 RealType mean, // Expected value of mean.
 RealType variance); // Expected value of variance.

 // Parameter estimators from from
 // either alpha or beta, and x and probability.
-
+
 static RealType find_alpha(
 RealType beta, // from beta.
 RealType x, // x.
 RealType probability); // cdf
-
+
 static RealType find_beta(
 RealType alpha, // alpha.
 RealType x, // probability x.
@@ -131,14 +130,14 @@
 β, then the shape is asymmetric and could be approximated by a triangle
 whose apex is away from the centre (where x = half).
 
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.member_functions-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.member_functions"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.member_functions">Member
 Functions</a>
 </h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.constructor"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.constructor-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.constructor">Constructor</a>
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.constructor"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.constructor">Constructor</a>
 </h6>
<pre class="programlisting">beta_distribution(RealType alpha, RealType beta);
</pre>
@@ -163,9 +162,9 @@
 Constructs a the beta distribution with alpha=2 and beta=5 (shown in
 yellow in the graph above).
 
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.parameter_accessors"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.parameter_accessors-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.parameter_accessors">Parameter
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.parameter_accessors"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.parameter_accessors">Parameter
 Accessors</a>
 </h6>
<pre class="programlisting">RealType alpha() const;
@@ -187,9 +186,9 @@
assert(mybeta.alpha() == 2.); // mybeta.alpha() returns 2
assert(mybeta.beta() == 5.); // mybeta.beta() returns 5
</pre>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.parameter_estimators"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.parameter_estimators-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.parameter_estimators">Parameter
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.parameter_estimators"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.parameter_estimators">Parameter
 Estimators</a>
 </h5>

@@ -240,9 +239,9 @@

 Returns the value of β   that gives: <code class="computeroutput">cdf(beta_distribution<RealType>(alpha, beta), x) == probability</code>.
 
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.non_member_accessor_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.non_member_accessor_functions-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.non_member_accessor_functions">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.non_member_accessor_functions"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.non_member_accessor_functions">Non-member
 Accessor Functions</a>
 </h5>

@@ -262,9 +261,9 @@
 at <a href="http://mathworld.wolfram.com/BetaDistribution.html" target="_top">Wolfram
 Mathworld</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.applications"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.applications-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.applications">Applications</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.applications"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.applications">Applications</a>
 </h5>

 The beta distribution can be used to model events constrained to take
@@ -275,9 +274,9 @@
 It is also widely used in <a href="http://en.wikipedia.org/wiki/Bayesian_inference" target="_top">Bayesian
 statistical inference</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.related_distributions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.related_distributions-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.related_distributions">Related
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h6"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.related_distributions"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.related_distributions">Related
 distributions</a>
 </h5>

@@ -302,9 +301,9 @@
 are less than x, a probability given by summing over the <a class="link" href="binomial_dist.html" title="Binomial Distribution">Binomial
 Distribution</a> with its p parameter set to x.
 
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.accuracy-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h7"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.accuracy"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.accuracy">Accuracy</a>
 </h5>

 This distribution is implemented using the <a class="link" href="../../../special/sf_beta/beta_function.html" title="Beta">beta
@@ -314,9 +313,9 @@
 and <a class="link" href="../../../special/sf_beta/ibeta_function.html" title="Incomplete Beta Functions">ibetac</a>;
 please refer to these functions for information on accuracy.
 
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.implementation-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h8"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.implementation"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.implementation">Implementation</a>
 </h5>

 In the following table a and b
@@ -593,9 +592,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.beta_dist.references-heading"></a>
- <a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.beta_dist.h9"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.beta_dist.references"></a><a class="link" href="beta_dist.html#math_toolkit.dist.dist_ref.dists.beta_dist.references">References</a>
 </h5>

 <a href="http://en.wikipedia.org/wiki/Beta_distribution" target="_top">Wikipedia

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/binomial_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/binomial_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/binomial_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/binomial.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class binomial_distribution;

@@ -47,35 +46,35 @@
public:
 typedef RealType value_type;
 typedef Policy policy_type;
-
+
 static const unspecified-type clopper_pearson_exact_interval;
 static const unspecified-type jeffreys_prior_interval;
-
+
 // construct:
 binomial_distribution(RealType n, RealType p);
-
+
 // parameter access::
 RealType success_fraction() const;
 RealType trials() const;
-
+
 // Bounds on success fraction:
 static RealType find_lower_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType probability,
 unspecified-type method = clopper_pearson_exact_interval);
 static RealType find_upper_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType probability,
 unspecified-type method = clopper_pearson_exact_interval);
-
+
 // estimate min/max number of trials:
 static RealType find_minimum_number_of_trials(
 RealType k, // number of events
 RealType p, // success fraction
 RealType alpha); // risk level
-
+
 static RealType find_maximum_number_of_trials(
 RealType k, // number of events
 RealType p, // success fraction
@@ -160,14 +159,14 @@
 
</td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.member_functions-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.member_functions"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.member_functions">Member
 Functions</a>
 </h5>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.construct"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.construct-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.construct">Construct</a>
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.construct"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.construct">Construct</a>
 </h6>
<pre class="programlisting">binomial_distribution(RealType n, RealType p);
</pre>
@@ -182,9 +181,9 @@
 >= 0</code>,
 otherwise calls <a class="link" href="../../../main_overview/error_handling.html#domain_error">domain_error</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.accessors"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.accessors-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.accessors">Accessors</a>
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.accessors"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.accessors">Accessors</a>
 </h6>
<pre class="programlisting">RealType success_fraction() const;
</pre>
@@ -198,13 +197,13 @@
 Returns the parameter n from which this distribution
 was constructed.
 
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.lower_bound_on_the_success_fraction"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.lower_bound_on_the_success_fraction-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.lower_bound_on_the_success_fraction">Lower
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.lower_bound_on_the_success_fraction"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.lower_bound_on_the_success_fraction">Lower
 Bound on the Success Fraction</a>
 </h6>
<pre class="programlisting">static RealType find_lower_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType alpha,
 unspecified-type method = clopper_pearson_exact_interval);
@@ -304,13 +303,13 @@
 Clopper, C. J. and Pearson, E. S. (1934). The use of confidence or fiducial
 limits illustrated in the case of the binomial. Biometrika 26 404-413.
 
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.upper_bound_on_the_success_fraction"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.upper_bound_on_the_success_fraction-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.upper_bound_on_the_success_fraction">Upper
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.upper_bound_on_the_success_fraction"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.upper_bound_on_the_success_fraction">Upper
 Bound on the Success Fraction</a>
 </h6>
<pre class="programlisting">static RealType find_upper_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType alpha,
 unspecified-type method = clopper_pearson_exact_interval);
@@ -382,9 +381,9 @@
 
</td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_number_of_trials_required_for_a_certain_number_of_successes"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_number_of_trials_required_for_a_certain_number_of_successes-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_number_of_trials_required_for_a_certain_number_of_successes">Estimating
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_number_of_trials_required_for_a_certain_number_of_successes"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_number_of_trials_required_for_a_certain_number_of_successes">Estimating
 the Number of Trials Required for a Certain Number of Successes</a>
 </h6>
<pre class="programlisting">static RealType find_minimum_number_of_trials(
@@ -424,9 +423,9 @@
 Returns the smallest number of trials we must conduct to be 95% sure
 of seeing 10 events that occur with frequency one half.
 
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_maximum_number_of_trials_to_ensure_no_more_than_a_certain_number_of_successes"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_maximum_number_of_trials_to_ensure_no_more_than_a_certain_number_of_successes-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_maximum_number_of_trials_to_ensure_no_more_than_a_certain_number_of_successes">Estimating
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h6"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_maximum_number_of_trials_to_ensure_no_more_than_a_certain_number_of_successes"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.estimating_the_maximum_number_of_trials_to_ensure_no_more_than_a_certain_number_of_successes">Estimating
 the Maximum Number of Trials to Ensure no more than a Certain Number
 of Successes</a>
 </h6>
@@ -472,9 +471,9 @@
 <a class="link" href="../../stat_tut/weg/binom_eg/binom_size_eg.html" title="Estimating Sample Sizes for a Binomial Distribution.">See
 Worked Example.</a>
 
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.non_member_accessors-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h7"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.non_member_accessors"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -621,17 +620,17 @@
</tbody>
</table></div>
</div>
- <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.examples"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.examples-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.examples">Examples</a>
+ <h5>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h8"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.examples"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.examples">Examples</a>
 </h5>

 Various <a class="link" href="../../stat_tut/weg/binom_eg.html" title="Binomial Distribution Examples">worked
 examples</a> are available illustrating the use of the binomial distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.accuracy-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h9"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.accuracy"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.accuracy">Accuracy</a>
 </h5>

 This distribution is implemented using the incomplete beta functions
@@ -639,9 +638,9 @@
 and <a class="link" href="../../../special/sf_beta/ibeta_function.html" title="Incomplete Beta Functions">ibetac</a>,
 please refer to these functions for information on accuracy.
 
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.implementation-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h10"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.implementation"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.implementation">Implementation</a>
 </h5>

 In the following table p is the probability that
@@ -708,7 +707,6 @@
 Using the relation:
 
 
-

<pre xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" class="table-programlisting">p = I[sub 1-p](n - k, k + 1)
 = 1 - I[sub p](k + 1, n - k)
@@ -883,9 +881,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.references-heading"></a>
- <a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.binomial_dist.h11"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.binomial_dist.references"></a><a class="link" href="binomial_dist.html#math_toolkit.dist.dist_ref.dists.binomial_dist.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/cauchy_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/cauchy_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/cauchy_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,12 +28,11 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/cauchy.hpp></pre>

 
-<pre class="programlisting">template <class RealType = double,
+<pre class="programlisting">template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class cauchy_distribution;

@@ -47,7 +46,7 @@
 typedef Policy policy_type;

 cauchy_distribution(RealType location = 0, RealType scale = 1);
-
+
 RealType location()const;
 RealType scale()const;
};
@@ -87,9 +86,9 @@

 <img src="../../../../../graphs/cauchy_pdf2.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.member_functions-heading"></a>
- <a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.member_functions"></a><a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">cauchy_distribution(RealType location = 0, RealType scale = 1);
@@ -113,9 +112,9 @@

 Returns the scale parameter of the distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.non_member_accessors-heading"></a>
- <a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.non_member_accessors"></a><a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -147,18 +146,18 @@

 The domain of the random variable is [-[max_value], +[min_value]].
 
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.accuracy-heading"></a>
- <a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.accuracy"></a><a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.accuracy">Accuracy</a>
 </h5>

 The Cauchy distribution is implemented in terms of the standard library
 <code class="computeroutput">tan</code> and <code class="computeroutput">atan</code> functions, and as such should
 have very low error rates.
 
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.implementation-heading"></a>
- <a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.implementation"></a><a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.implementation">Implementation</a>
 </h5>

 In the following table x0 is the location parameter of the distribution,
@@ -272,9 +271,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.references-heading"></a>
- <a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.cauchy_dist.references"></a><a class="link" href="cauchy_dist.html#math_toolkit.dist.dist_ref.dists.cauchy_dist.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/chi_squared_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/chi_squared_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/chi_squared_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Squared Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/chi_squared.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class chi_squared_distribution;

@@ -86,9 +85,9 @@

 <img src="../../../../../graphs/chi_squared_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.member_functions-heading"></a>
- <a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.member_functions"></a><a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">chi_squared_distribution(RealType v);
@@ -169,9 +168,9 @@
 See also section on Sample sizes required in <a href="http://www.itl.nist.gov/div898/handbook/prc/section2/prc232.htm" target="_top">the
 NIST Engineering Statistics Handbook, Section 7.2.3.2</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.non_member_accessors-heading"></a>
- <a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.non_member_accessors"></a><a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -195,25 +194,25 @@

 The domain of the random variable is [0, +∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.examples"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.examples-heading"></a>
- <a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.examples">Examples</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.examples"></a><a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.examples">Examples</a>
 </h5>

 Various <a class="link" href="../../stat_tut/weg/cs_eg.html" title="Chi Squared Distribution Examples">worked examples</a>
 are available illustrating the use of the Chi Squared Distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.accuracy-heading"></a>
- <a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.accuracy"></a><a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.accuracy">Accuracy</a>
 </h5>

 The Chi-Squared distribution is implemented in terms of the <a class="link" href="../../../special/sf_gamma/igamma.html" title="Incomplete Gamma Functions">incomplete
 gamma functions</a>: please refer to the accuracy data for those functions.
 
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.implementation-heading"></a>
- <a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.implementation"></a><a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.implementation">Implementation</a>
 </h5>

 In the following table v is the number of degrees
@@ -378,9 +377,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.references-heading"></a>
- <a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.chi_squared_dist.references"></a><a class="link" href="chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.chi_squared_dist.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/exp_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/exp_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/exp_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,12 +28,11 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/exponential.hpp></pre>

 
-<pre class="programlisting">template <class RealType = double,
+<pre class="programlisting">template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class exponential_distribution;

@@ -70,9 +69,9 @@

 <img src="../../../../../graphs/exponential_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.member_functions-heading"></a>
- <a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.exp_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.exp_dist.member_functions"></a><a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">exponential_distribution(RealType lambda = 1);
@@ -90,9 +89,9 @@

 Accessor function returns the lambda parameter of the distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.non_member_accessors-heading"></a>
- <a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.exp_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.exp_dist.non_member_accessors"></a><a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -110,9 +109,9 @@

 The domain of the random variable is [0, +∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.accuracy-heading"></a>
- <a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.exp_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.exp_dist.accuracy"></a><a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.accuracy">Accuracy</a>
 </h5>

 The exponential distribution is implemented in terms of the standard
@@ -121,9 +120,9 @@
 and <code class="computeroutput">expm1</code> and as such
 should have very low error rates.
 
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.implementation-heading"></a>
- <a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.exp_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.exp_dist.implementation"></a><a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.implementation">Implementation</a>
 </h5>

 In the following table λ is the parameter lambda of the distribution,
@@ -282,9 +281,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.exp_dist.references-heading"></a>
- <a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.references">references</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.exp_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.exp_dist.references"></a><a class="link" href="exp_dist.html#math_toolkit.dist.dist_ref.dists.exp_dist.references">references</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/extreme_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/extreme_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/extreme_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,12 +28,11 @@
 Value Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/extreme.hpp></pre>

 
-<pre class="programlisting">template <class RealType = double,
+<pre class="programlisting">template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class extreme_value_distribution;

@@ -99,9 +98,9 @@

 <img src="../../../../../graphs/extreme_value_pdf2.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.member_functions-heading"></a>
- <a class="link" href="extreme_dist.html#math_toolkit.dist.dist_ref.dists.extreme_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.extreme_dist.member_functions"></a><a class="link" href="extreme_dist.html#math_toolkit.dist.dist_ref.dists.extreme_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">extreme_value_distribution(RealType location = 0, RealType scale = 1);
@@ -124,9 +123,9 @@

 Returns the scale parameter of the distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.non_member_accessors-heading"></a>
- <a class="link" href="extreme_dist.html#math_toolkit.dist.dist_ref.dists.extreme_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.extreme_dist.non_member_accessors"></a><a class="link" href="extreme_dist.html#math_toolkit.dist.dist_ref.dists.extreme_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -144,18 +143,18 @@

 The domain of the random parameter is [-∞, +∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.accuracy-heading"></a>
- <a class="link" href="extreme_dist.html#math_toolkit.dist.dist_ref.dists.extreme_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.extreme_dist.accuracy"></a><a class="link" href="extreme_dist.html#math_toolkit.dist.dist_ref.dists.extreme_dist.accuracy">Accuracy</a>
 </h5>

 The extreme value distribution is implemented in terms of the standard
 library <code class="computeroutput">exp</code> and <code class="computeroutput">log</code> functions and as such should have
 very low error rates.
 
-<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.implementation-heading"></a>
- <a class="link" href="extreme_dist.html#math_toolkit.dist.dist_ref.dists.extreme_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.extreme_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.extreme_dist.implementation"></a><a class="link" href="extreme_dist.html#math_toolkit.dist.dist_ref.dists.extreme_dist.implementation">Implementation</a>
 </h5>

 In the following table: a is the location parameter,

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/f_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/f_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/f_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -27,14 +27,13 @@
<a name="math_toolkit.dist.dist_ref.dists.f_dist"></a><a class="link" href="f_dist.html" title="F Distribution">F Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/fisher_f.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class fisher_f_distribution;

@@ -45,10 +44,10 @@
{
public:
 typedef RealType value_type;
-
+
 // Construct:
 fisher_f_distribution(const RealType& i, const RealType& j);
-
+
 // Accessors:
 RealType degrees_of_freedom1()const;
 RealType degrees_of_freedom2()const;
@@ -79,9 +78,9 @@

 <img src="../../../../../graphs/fisher_f_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.member_functions-heading"></a>
- <a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.f_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.f_dist.member_functions"></a><a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">fisher_f_distribution(const RealType& df1, const RealType& df2);
@@ -105,9 +104,9 @@

 Returns the denominator degrees of freedom parameter of the distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.non_member_accessors-heading"></a>
- <a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.f_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.f_dist.non_member_accessors"></a><a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -125,26 +124,26 @@

 The domain of the random variable is [0, +∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.examples"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.examples-heading"></a>
- <a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.examples">Examples</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.f_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.f_dist.examples"></a><a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.examples">Examples</a>
 </h5>

 Various <a class="link" href="../../stat_tut/weg/f_eg.html" title="F Distribution Examples">worked examples</a>
 are available illustrating the use of the F Distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.accuracy-heading"></a>
- <a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.f_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.f_dist.accuracy"></a><a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.accuracy">Accuracy</a>
 </h5>

 The normal distribution is implemented in terms of the <a class="link" href="../../../special/sf_beta/ibeta_function.html" title="Incomplete Beta Functions">incomplete
 beta function</a> and its <a class="link" href="../../../special/sf_beta/ibeta_inv_function.html" title="The Incomplete Beta Function Inverses">inverses</a>,
 refer to those functions for accuracy data.
 
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.f_dist.implementation-heading"></a>
- <a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.f_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.f_dist.implementation"></a><a class="link" href="f_dist.html#math_toolkit.dist.dist_ref.dists.f_dist.implementation">Implementation</a>
 </h5>

 In the following table v1 and v2

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/gamma_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/gamma_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/gamma_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 (and Erlang) Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/gamma.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class gamma_distribution
{
@@ -74,7 +73,6 @@
 does not provide the typedef:
 

-

<pre class="programlisting">typedef gamma_distribution<double> gamma;</pre>

@@ -83,7 +81,6 @@
 Instead if you want a double precision gamma distribution you can write
 

-

<pre class="programlisting">boost::math::gamma_distribution<> my_gamma(1, 1);</pre>

@@ -136,9 +133,9 @@
 be no great loss of performance from using a Gamma Distribution rather
 than a dedicated Erlang Distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.member_functions-heading"></a>
- <a class="link" href="gamma_dist.html#math_toolkit.dist.dist_ref.dists.gamma_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.gamma_dist.member_functions"></a><a class="link" href="gamma_dist.html#math_toolkit.dist.dist_ref.dists.gamma_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">gamma_distribution(RealType shape, RealType scale = 1);
@@ -161,9 +158,9 @@

 Returns the scale parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.non_member_accessors-heading"></a>
- <a class="link" href="gamma_dist.html#math_toolkit.dist.dist_ref.dists.gamma_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.gamma_dist.non_member_accessors"></a><a class="link" href="gamma_dist.html#math_toolkit.dist.dist_ref.dists.gamma_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -181,9 +178,9 @@

 The domain of the random variable is [0,+∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.accuracy-heading"></a>
- <a class="link" href="gamma_dist.html#math_toolkit.dist.dist_ref.dists.gamma_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.gamma_dist.accuracy"></a><a class="link" href="gamma_dist.html#math_toolkit.dist.dist_ref.dists.gamma_dist.accuracy">Accuracy</a>
 </h5>

 The lognormal distribution is implemented in terms of the incomplete
@@ -193,9 +190,9 @@
 and <a class="link" href="../../../special/sf_gamma/igamma_inv.html" title="Incomplete Gamma Function Inverses">gamma_q_inv</a>:
 refer to the accuracy data for those functions for more information.
 
-<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.implementation-heading"></a>
- <a class="link" href="gamma_dist.html#math_toolkit.dist.dist_ref.dists.gamma_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.gamma_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.gamma_dist.implementation"></a><a class="link" href="gamma_dist.html#math_toolkit.dist.dist_ref.dists.gamma_dist.implementation">Implementation</a>
 </h5>

 In the following table k is the shape parameter

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/geometric_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/geometric_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/geometric_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/geometric.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class geometric_distribution;

@@ -49,21 +48,21 @@
 typedef Policy policy_type;
 // Constructor from success_fraction:
 geometric_distribution(RealType p);
-
+
 // Parameter accessors:
 RealType success_fraction() const;
 RealType successes() const;
-
+
 // Bounds on success fraction:
 static RealType find_lower_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType probability); // alpha
 static RealType find_upper_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType probability); // alpha
-
+
 // Estimate min/max number of trials:
 static RealType find_minimum_number_of_trials(
 RealType k, // Number of failures.
@@ -145,9 +144,9 @@

 <img src="../../../../../graphs/geometric_cdf_discrete.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.related_distributions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.related_distributions-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.related_distributions">Related
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.related_distributions"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.related_distributions">Related
 Distributions</a>
 </h5>

@@ -205,14 +204,14 @@
 
</td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.member_functions-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.member_functions"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.member_functions">Member
 Functions</a>
 </h5>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.constructor"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.constructor-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.constructor">Constructor</a>
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.constructor"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.constructor">Constructor</a>
 </h6>
<pre class="programlisting">geometric_distribution(RealType p);
</pre>
@@ -225,9 +224,9 @@
 p <=
 1</code>.
 
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.accessors"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.accessors-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.accessors">Accessors</a>
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.accessors"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.accessors">Accessors</a>
 </h6>
<pre class="programlisting">RealType success_fraction() const; // successes / trials (0 <= p <= 1)
</pre>
@@ -252,13 +251,13 @@
 Distribution</a> and <a class="link" href="negative_binomial_dist.html" title="Negative Binomial Distribution">Negative
 Binomial Distribution</a> for more discussion.
 
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.lower_bound_on_success_fraction_parameter__emphasis_p__emphasis_"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.lower_bound_on_success_fraction_parameter__emphasis_p__emphasis_-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.lower_bound_on_success_fraction_parameter__emphasis_p__emphasis_">Lower
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.lower_bound_on_success_fraction_parameter__emphasis_p__emphasis_"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.lower_bound_on_success_fraction_parameter__emphasis_p__emphasis_">Lower
 Bound on success_fraction Parameter p</a>
 </h6>
<pre class="programlisting">static RealType find_lower_bound_on_p(
- RealType failures,
+ RealType failures,
 RealType probability) // (0 <= alpha <= 1), 0.05 equivalent to 95% confidence.
</pre>

@@ -307,13 +306,13 @@
 Discrete Distributions. Computational statistics and data analysis, 2005,
 vol. 48, no3, 605-621</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.upper_bound_on_success_fraction_parameter_p"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.upper_bound_on_success_fraction_parameter_p-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.upper_bound_on_success_fraction_parameter_p">Upper
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.upper_bound_on_success_fraction_parameter_p"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.upper_bound_on_success_fraction_parameter_p">Upper
 Bound on success_fraction Parameter p</a>
 </h6>
<pre class="programlisting">static RealType find_upper_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType alpha); // (0 <= alpha <= 1), 0.05 equivalent to 95% confidence.
</pre>

@@ -362,9 +361,9 @@
 Discrete Distributions. Computational statistics and data analysis, 2005,
 vol. 48, no3, 605-621</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures">Estimating
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h6"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures">Estimating
 Number of Trials to Ensure at Least a Certain Number of Failures</a>
 </h6>
<pre class="programlisting">static RealType find_minimum_number_of_trials(
@@ -414,9 +413,9 @@
 the number of trials (failures) that will lead to an alpha
 probability of observing k failures or fewer.
 
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less">Estimating
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h7"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less">Estimating
 Number of Trials to Ensure a Maximum Number of Failures or Less</a>
 </h6>
<pre class="programlisting">static RealType find_maximum_number_of_trials(
@@ -462,9 +461,9 @@
 the number of trials that will lead to an alpha
 probability of observing more than k failures.
 
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.non_member_accessors-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h8"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.non_member_accessors"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -516,7 +515,6 @@
 success fraction p. For example:
 
 
-

<pre class="programlisting">pdf(geometric(p), k)</pre>

@@ -536,7 +534,6 @@
 success fraction p and success on the last trial. For example:
 
 
-

<pre class="programlisting">cdf(geometric(p), k)</pre>

@@ -557,7 +554,6 @@
 success fraction p and success on the last trial. For example:
 
 
-

<pre class="programlisting">cdf(complement(geometric(p), k))</pre>

@@ -578,7 +574,7 @@
 P. Note that the value returned is a real-number,
 and not an integer. Depending on the use case you may want
 to take either the floor or ceiling of the real result. For
- example:
+ example:

<pre class="programlisting">quantile(geometric(p), P)</pre>

@@ -600,7 +596,7 @@
 P. Note that the value returned is a real-number,
 and not an integer. Depending on the use case you may want
 to take either the floor or ceiling of the real result. For
- example:
+ example:

<pre class="programlisting">quantile(complement(geometric(p), P))</pre>

@@ -610,9 +606,9 @@
</tbody>
</table></div>
</div>
- <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.accuracy-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.accuracy">Accuracy</a>
+ <h5>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h9"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.accuracy"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.accuracy">Accuracy</a>
 </h5>

 This distribution is implemented using the pow and exp functions, so
@@ -621,9 +617,9 @@
 p, for example 0.9999999999, accuracy can fall significantly,
 for example to 10 decimal digits (from 16).
 
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.implementation-heading"></a>
- <a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.geometric_dist.h10"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.geometric_dist.implementation"></a><a class="link" href="geometric_dist.html#math_toolkit.dist.dist_ref.dists.geometric_dist.implementation">Implementation</a>
 </h5>

 In the following table, p is the probability that

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/hypergeometric_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/hypergeometric_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/hypergeometric_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,7 +28,6 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/hypergeometric.hpp></pre>

@@ -101,9 +100,9 @@

 <img src="../../../../../graphs/hypergeometric_pdf_2.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.member_functions-heading"></a>
- <a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.member_functions"></a><a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">hypergeometric_distribution(unsigned r, unsigned n, unsigned N);
@@ -130,9 +129,9 @@
 Returns the number of objects n which are sampled
 from the population N.
 
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.non_member_accessors-heading"></a>
- <a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.non_member_accessors"></a><a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -184,9 +183,9 @@
 
</td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.accuracy-heading"></a>
- <a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.accuracy"></a><a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.accuracy">Accuracy</a>
 </h5>

 For small N such that <code class="computeroutput">N < boost::math::max_factorial<RealType>::value</code>
@@ -210,9 +209,9 @@
 digits of precision during the calculation, with the results becoming
 meaningless for N >= 1015.
 
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.testing"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.testing-heading"></a>
- <a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.testing">Testing</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.testing"></a><a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.testing">Testing</a>
 </h5>

 There are three sets of tests: our implementation is tested against a
@@ -222,9 +221,9 @@
 Finally we test accuracy against some high precision test data using
 this implementation and NTL::RR.
 
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.implementation-heading"></a>
- <a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.hypergeometric_dist.implementation"></a><a class="link" href="hypergeometric_dist.html#math_toolkit.dist.dist_ref.dists.hypergeometric_dist.implementation">Implementation</a>
 </h5>

 The PDF can be calculated directly using the formula:

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_chi_squared_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_chi_squared_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_chi_squared_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Chi Squared Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/inverse_chi_squared.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class inverse_chi_squared_distribution
{
@@ -139,7 +138,6 @@
 typedef:
 

-

<pre class="programlisting">typedef inverse_chi_squared_distribution<double> inverse_chi_squared;</pre>

@@ -149,7 +147,6 @@
 inverse_chi_squared distribution you can use
 

-

<pre class="programlisting">boost::math::inverse_chi_squared_distribution<></pre>

@@ -197,9 +194,9 @@

 <img src="../../../../../graphs/inverse_chi_squared_cdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.member_functions-heading"></a>
- <a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.member_functions"></a><a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">inverse_chi_squared_distribution(RealType df = 1); // Implicitly scaled 1/df.
@@ -214,19 +211,19 @@
 Requires that the degrees of freedom ν parameter is greater than zero,
 otherwise calls <a class="link" href="../../../main_overview/error_handling.html#domain_error">domain_error</a>.
 
-<pre class="programlisting">RealType degrees_of_freedom()const;
+<pre class="programlisting">RealType degrees_of_freedom()const;
</pre>

 Returns the degrees_of_freedom ν parameter of this distribution.
 
-<pre class="programlisting">RealType scale()const;
+<pre class="programlisting">RealType scale()const;
</pre>

 Returns the scale ξ parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.non_member_accessors-heading"></a>
- <a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.non_member_accessors"></a><a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -254,9 +251,9 @@
 equal to zero as a special case, returning zero for both pdf and cdf.
 </td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.accuracy-heading"></a>
- <a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.accuracy"></a><a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.accuracy">Accuracy</a>
 </h5>

 The inverse gamma distribution is implemented in terms of the incomplete
@@ -270,9 +267,9 @@
 to a few epsilon, >14 decimal digits accuracy for 64-bit double. unless
 iteration is involved, as for the estimation of degrees of freedom.
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.implementation-heading"></a>
- <a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.implementation"></a><a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.implementation">Implementation</a>
 </h5>

 In the following table ν is the degrees of freedom parameter and ξ is the
@@ -451,9 +448,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.references-heading"></a>
- <a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.references"></a><a class="link" href="inverse_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.inverse_chi_squared_dist.references">References</a>
 </h5>
<div class="orderedlist"><ol class="orderedlist" type="1">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_gamma_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_gamma_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_gamma_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Gamma Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/inverse_gamma.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class inverse_gamma_distribution
{
@@ -85,7 +84,6 @@
 distribution does provide the typedef:
 

-

<pre class="programlisting">typedef inverse_gamma_distribution<double> gamma;</pre>

@@ -95,7 +93,6 @@
 gamma distribution you can use
 

-

<pre class="programlisting">boost::math::inverse_gamma_distribution<></pre>

@@ -129,9 +126,9 @@

 <img src="../../../../../graphs/inverse_gamma_cdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.member_functions-heading"></a>
- <a class="link" href="inverse_gamma_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.member_functions"></a><a class="link" href="inverse_gamma_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">inverse_gamma_distribution(RealType shape = 1, RealType scale = 1);
@@ -153,9 +150,9 @@

 Returns the β scale parameter of this inverse gamma distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.non_member_accessors-heading"></a>
- <a class="link" href="inverse_gamma_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.non_member_accessors"></a><a class="link" href="inverse_gamma_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -183,9 +180,9 @@
 equal to zero as a special case, returning zero for pdf and cdf.
 </td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.accuracy-heading"></a>
- <a class="link" href="inverse_gamma_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.accuracy"></a><a class="link" href="inverse_gamma_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.accuracy">Accuracy</a>
 </h5>

 The inverse gamma distribution is implemented in terms of the incomplete
@@ -197,9 +194,9 @@
 But in general, inverse_gamma results are accurate to a few epsilon,
 >14 decimal digits accuracy for 64-bit double.
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.implementation-heading"></a>
- <a class="link" href="inverse_gamma_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.implementation"></a><a class="link" href="inverse_gamma_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gamma_dist.implementation">Implementation</a>
 </h5>

 In the following table α is the shape parameter of the distribution, α   is

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_gaussian_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_gaussian_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/inverse_gaussian_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Gaussian (or Inverse Normal) Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/inverse_gaussian.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class inverse_gaussian_distribution
{
@@ -100,7 +99,6 @@
 inverse_gaussian distribution you can use
 

-

<pre class="programlisting">boost::math::inverse_gaussian_distribution<></pre>

@@ -145,9 +143,9 @@
 by Chhikara and Folks on page 105. Another related parameterisation,
 the __wald_distrib (where mean μ is unity) is also provided.
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.member_functions-heading"></a>
- <a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.member_functions"></a><a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">inverse_gaussian_distribution(RealType df = 1, RealType scale = 1); // optionally scaled.
@@ -160,19 +158,19 @@
 Requires that both the mean μ parameter and scale λ are greater than zero,
 otherwise calls <a class="link" href="../../../main_overview/error_handling.html#domain_error">domain_error</a>.
 
-<pre class="programlisting">RealType mean()const;
+<pre class="programlisting">RealType mean()const;
</pre>

 Returns the mean μ parameter of this distribution.
 
-<pre class="programlisting">RealType scale()const;
+<pre class="programlisting">RealType scale()const;
</pre>

 Returns the scale λ parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.non_member_accessors-heading"></a>
- <a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.non_member_accessors"></a><a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -200,9 +198,9 @@
 equal to zero as a special case, returning zero for both pdf and cdf.
 </td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.accuracy-heading"></a>
- <a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.accuracy"></a><a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.accuracy">Accuracy</a>
 </h5>

 The inverse_gaussian distribution is implemented in terms of the exponential
@@ -211,9 +209,9 @@
 But in general, gamma (and thus inverse gamma) results are often accurate
 to a few epsilon, >14 decimal digits accuracy for 64-bit double.
 
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.implementation-heading"></a>
- <a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.implementation"></a><a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.implementation">Implementation</a>
 </h5>

 In the following table μ is the mean parameter and λ is the scale parameter
@@ -389,9 +387,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.references-heading"></a>
- <a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.references"></a><a class="link" href="inverse_gaussian_dist.html#math_toolkit.dist.dist_ref.dists.inverse_gaussian_dist.references">References</a>
 </h5>
<div class="orderedlist"><ol class="orderedlist" type="1">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/laplace_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/laplace_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/laplace_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,7 +28,6 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/laplace.hpp></pre>

@@ -80,9 +79,9 @@

 <img src="../../../../../graphs/laplace_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.member_functions-heading"></a>
- <a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.laplace_dist.member_functions"></a><a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">laplace_distribution(RealType location = 0, RealType scale = 1);
@@ -112,9 +111,9 @@

 Returns the scale parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.non_member_accessors-heading"></a>
- <a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.laplace_dist.non_member_accessors"></a><a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -132,17 +131,17 @@

 The domain of the random variable is [-∞,+∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.accuracy-heading"></a>
- <a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.laplace_dist.accuracy"></a><a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.accuracy">Accuracy</a>
 </h5>

 The laplace distribution is implemented in terms of the standard library
 log and exp functions and as such should have very small errors.
 
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.implementation-heading"></a>
- <a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.laplace_dist.implementation"></a><a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.implementation">Implementation</a>
 </h5>

 In the following table μ is the location parameter of the distribution,
@@ -328,9 +327,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.references-heading"></a>
- <a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.laplace_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.laplace_dist.references"></a><a class="link" href="laplace_dist.html#math_toolkit.dist.dist_ref.dists.laplace_dist.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/logistic_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/logistic_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/logistic_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/logistic.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class logistic_distribution;

@@ -50,7 +49,7 @@
 // Accessors:
 RealType location()const; // location.
 RealType scale()const; // scale.
-
+
};

typedef logistic_distribution<> logistic;
@@ -71,9 +70,9 @@

 <img src="../../../../../graphs/logistic_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.member_functions-heading"></a>
- <a class="link" href="logistic_dist.html#math_toolkit.dist.dist_ref.dists.logistic_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.logistic_dist.member_functions"></a><a class="link" href="logistic_dist.html#math_toolkit.dist.dist_ref.dists.logistic_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">logistic_distribution(RealType u = 0, RealType s = 1);
@@ -87,7 +86,7 @@
 0</code>, otherwise a <a class="link" href="../../../main_overview/error_handling.html#domain_error">domain_error</a>
 is raised.
 
-<pre class="programlisting">RealType location()const;
+<pre class="programlisting">RealType location()const;
</pre>

 Returns the location of this distribution.
@@ -97,9 +96,9 @@

 Returns the scale of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.non_member_accessors-heading"></a>
- <a class="link" href="logistic_dist.html#math_toolkit.dist.dist_ref.dists.logistic_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.logistic_dist.non_member_accessors"></a><a class="link" href="logistic_dist.html#math_toolkit.dist.dist_ref.dists.logistic_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -127,9 +126,9 @@
 complement quantile function returns the result of -<a class="link" href="../../../main_overview/error_handling.html#overflow_error">overflow_error</a>
 and +<a class="link" href="../../../main_overview/error_handling.html#overflow_error">overflow_error</a> respectively.
 
-<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.accuracy-heading"></a>
- <a class="link" href="logistic_dist.html#math_toolkit.dist.dist_ref.dists.logistic_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.logistic_dist.accuracy"></a><a class="link" href="logistic_dist.html#math_toolkit.dist.dist_ref.dists.logistic_dist.accuracy">Accuracy</a>
 </h5>

 The logistic distribution is implemented in terms of the <code class="computeroutput">std::exp</code> and the <code class="computeroutput">std::log</code>
@@ -139,9 +138,9 @@
 cancellation errors can occur: in such cases, only a low absolute
 error can be guarenteed.
 
-<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.implementation-heading"></a>
- <a class="link" href="logistic_dist.html#math_toolkit.dist.dist_ref.dists.logistic_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.logistic_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.logistic_dist.implementation"></a><a class="link" href="logistic_dist.html#math_toolkit.dist.dist_ref.dists.logistic_dist.implementation">Implementation</a>
 </h5>
<div class="informaltable"><table class="table">
<colgroup>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/lognormal_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/lognormal_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/lognormal_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Normal Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/lognormal.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class lognormal_distribution;

@@ -87,9 +86,9 @@

 <img src="../../../../../graphs/lognormal_pdf2.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.member_functions-heading"></a>
- <a class="link" href="lognormal_dist.html#math_toolkit.dist.dist_ref.dists.lognormal_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.member_functions"></a><a class="link" href="lognormal_dist.html#math_toolkit.dist.dist_ref.dists.lognormal_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">lognormal_distribution(RealType location = 0, RealType scale = 1);
@@ -120,9 +119,9 @@

 Returns the scale parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.non_member_accessors-heading"></a>
- <a class="link" href="lognormal_dist.html#math_toolkit.dist.dist_ref.dists.lognormal_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.non_member_accessors"></a><a class="link" href="lognormal_dist.html#math_toolkit.dist.dist_ref.dists.lognormal_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -140,18 +139,18 @@

 The domain of the random variable is [0,+∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.accuracy-heading"></a>
- <a class="link" href="lognormal_dist.html#math_toolkit.dist.dist_ref.dists.lognormal_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.accuracy"></a><a class="link" href="lognormal_dist.html#math_toolkit.dist.dist_ref.dists.lognormal_dist.accuracy">Accuracy</a>
 </h5>

 The lognormal distribution is implemented in terms of the standard library
 log and exp functions, plus the <a class="link" href="../../../special/sf_erf/error_function.html" title="Error Functions">error
 function</a>, and as such should have very low error rates.
 
-<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.implementation-heading"></a>
- <a class="link" href="lognormal_dist.html#math_toolkit.dist.dist_ref.dists.lognormal_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.lognormal_dist.implementation"></a><a class="link" href="lognormal_dist.html#math_toolkit.dist.dist_ref.dists.lognormal_dist.implementation">Implementation</a>
 </h5>

 In the following table m is the location parameter

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_beta_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_beta_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_beta_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Beta Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/non_central_beta.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class non_central_beta_distribution;

@@ -95,9 +94,9 @@

 <img src="../../../../../graphs/nc_beta_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.member_functions-heading"></a>
- <a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.member_functions"></a><a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">non_central_beta_distribution(RealType a, RealType b, RealType lambda);
@@ -127,9 +126,9 @@
 Returns the parameter lambda from which this object
 was constructed.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.non_member_accessors-heading"></a>
- <a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.non_member_accessors"></a><a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -155,9 +154,9 @@

 The domain of the random variable is [0, 1].
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.accuracy-heading"></a>
- <a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.accuracy"></a><a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.accuracy">Accuracy</a>
 </h5>

 The following table shows the peak errors (in units of epsilon)
@@ -298,9 +297,9 @@
 Error rates for the PDF, the complement of the CDF and for the quantile
 functions are broadly similar.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.tests"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.tests-heading"></a>
- <a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.tests">Tests</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.tests"></a><a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.tests">Tests</a>
 </h5>

 There are two sets of test data used to verify this implementation: firstly
@@ -310,9 +309,9 @@
 be accurate to at least 50 decimal digits - and is the used for our accuracy
 tests.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.implementation-heading"></a>
- <a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_beta_dist.implementation"></a><a class="link" href="nc_beta_dist.html#math_toolkit.dist.dist_ref.dists.nc_beta_dist.implementation">Implementation</a>
 </h5>

 The CDF and its complement are evaluated as follows:

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_chi_squared_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_chi_squared_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_chi_squared_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Chi-Squared Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/non_central_chi_squared.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class non_central_chi_squared_distribution;

@@ -61,7 +60,7 @@
 static RealType find_degrees_of_freedom(RealType lambda, RealType x, RealType p);
 template <class A, class B, class C>
 static RealType find_degrees_of_freedom(const complemented3_type<A,B,C>& c);
-
+
 static RealType find_non_centrality(RealType v, RealType x, RealType p);
 template <class A, class B, class C>
 static RealType find_non_centrality(const complemented3_type<A,B,C>& c);
@@ -109,9 +108,9 @@

 <img src="../../../../../graphs/nccs_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.member_functions-heading"></a>
- <a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.member_functions"></a><a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">non_central_chi_squared_distribution(RealType v, RealType lambda);
@@ -182,9 +181,9 @@
 x))
 == q</code>.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.non_member_accessors-heading"></a>
- <a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.non_member_accessors"></a><a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -202,17 +201,17 @@

 The domain of the random variable is [0, +∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.examples"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.examples-heading"></a>
- <a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.examples">Examples</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.examples"></a><a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.examples">Examples</a>
 </h5>

 There is a <a class="link" href="../../stat_tut/weg/nccs_eg.html" title="Non Central Chi Squared Example">worked
 example</a> for the noncentral chi-squared distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.accuracy-heading"></a>
- <a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.accuracy"></a><a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.accuracy">Accuracy</a>
 </h5>

 The following table shows the peak errors (in units of epsilon)
@@ -358,9 +357,9 @@
 numerically by finding the maxima of the PDF: in principal this can not
 produce an accuracy greater than the square root of the machine epsilon.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.tests"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.tests-heading"></a>
- <a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.tests">Tests</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.tests"></a><a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.tests">Tests</a>
 </h5>

 There are two sets of test data used to verify this implementation: firstly
@@ -372,9 +371,9 @@
 implementation and using interval arithmetic - this data should be accurate
 to at least 50 decimal digits - and is the used for our accuracy tests.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.implementation-heading"></a>
- <a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.implementation"></a><a class="link" href="nc_chi_squared_dist.html#math_toolkit.dist.dist_ref.dists.nc_chi_squared_dist.implementation">Implementation</a>
 </h5>

 The CDF and its complement are evaluated as follows:

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_f_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_f_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_f_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 F Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/non_central_f.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class non_central_f_distribution;

@@ -94,9 +93,9 @@

 <img src="../../../../../graphs/nc_f_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.member_functions-heading"></a>
- <a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.member_functions"></a><a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">non_central_f_distribution(RealType v1, RealType v2, RealType lambda);
@@ -126,9 +125,9 @@
 Returns the non-centrality parameter lambda from
 which this object was constructed.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.non_member_accessors-heading"></a>
- <a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.non_member_accessors"></a><a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -146,26 +145,26 @@

 The domain of the random variable is [0, +∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.accuracy-heading"></a>
- <a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.accuracy"></a><a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.accuracy">Accuracy</a>
 </h5>

 This distribution is implemented in terms of the <a class="link" href="nc_beta_dist.html" title="Noncentral Beta Distribution">Noncentral
 Beta Distribution</a>: refer to that distribution for accuracy data.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.tests"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.tests-heading"></a>
- <a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.tests">Tests</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.tests"></a><a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.tests">Tests</a>
 </h5>

 Since this distribution is implemented by adapting another distribution,
 the tests consist of basic sanity checks computed by the <a href="http://www.r-project.org/" target="_top">R-2.5.1
 Math library statistical package</a> and its pbeta and dbeta functions.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.implementation-heading"></a>
- <a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_f_dist.implementation"></a><a class="link" href="nc_f_dist.html#math_toolkit.dist.dist_ref.dists.nc_f_dist.implementation">Implementation</a>
 </h5>

 In the following table v1 and v2

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_t_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_t_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/nc_t_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 T Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/non_central_t.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class non_central_t_distribution;

@@ -84,9 +83,9 @@

 <img src="../../../../../graphs/nc_t_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.member_functions-heading"></a>
- <a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.member_functions"></a><a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">non_central_t_distribution(RealType v, RealType lambda);
@@ -110,9 +109,9 @@
 Returns the non-centrality parameter delta from
 which this object was constructed.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.non_member_accessors-heading"></a>
- <a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.non_member_accessors"></a><a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -130,9 +129,9 @@

 The domain of the random variable is [-∞, +∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.accuracy-heading"></a>
- <a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.accuracy"></a><a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.accuracy">Accuracy</a>
 </h5>

 The following table shows the peak errors (in units of epsilon)
@@ -254,9 +253,9 @@
 and can not in principal be more accurate than the square root of machine
 epsilon.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.tests"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.tests-heading"></a>
- <a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.tests">Tests</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.tests"></a><a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.tests">Tests</a>
 </h5>

 There are two sets of tests of this distribution: basic sanity checks
@@ -269,9 +268,9 @@
 interval arithmetic: this test data is believed to be accurate to at
 least 50 decimal places.
 
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.implementation-heading"></a>
- <a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.nc_t_dist.implementation"></a><a class="link" href="nc_t_dist.html#math_toolkit.dist.dist_ref.dists.nc_t_dist.implementation">Implementation</a>
 </h5>

 The CDF is computed using a modification of the method described in "Computing

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/negative_binomial_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/negative_binomial_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/negative_binomial_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Binomial Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/negative_binomial.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
+<pre class="programlisting">namespace boost{ namespace math{

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class negative_binomial_distribution;

@@ -49,21 +48,21 @@
 typedef Policy policy_type;
 // Constructor from successes and success_fraction:
 negative_binomial_distribution(RealType r, RealType p);
-
+
 // Parameter accessors:
 RealType success_fraction() const;
 RealType successes() const;
-
+
 // Bounds on success fraction:
 static RealType find_lower_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType probability); // alpha
 static RealType find_upper_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType probability); // alpha
-
+
 // Estimate min/max number of trials:
 static RealType find_minimum_number_of_trials(
 RealType k, // Number of failures.
@@ -122,9 +121,9 @@

 <img src="../../../../../graphs/negative_binomial_pdf_2.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.related_distributions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.related_distributions-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.related_distributions">Related
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.related_distributions"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.related_distributions">Related
 Distributions</a>
 </h5>

@@ -194,14 +193,14 @@
 
</td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.member_functions-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.member_functions"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.member_functions">Member
 Functions</a>
 </h5>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.construct"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.construct-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.construct">Construct</a>
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.construct"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.construct">Construct</a>
 </h6>
<pre class="programlisting">negative_binomial_distribution(RealType r, RealType p);
</pre>
@@ -215,9 +214,9 @@
 <= p
 <= 1</code>.
 
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accessors"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accessors-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accessors">Accessors</a>
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accessors"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accessors">Accessors</a>
 </h6>
<pre class="programlisting">RealType success_fraction() const; // successes / trials (0 <= p <= 1)
</pre>
@@ -236,13 +235,13 @@
 see <a class="link" href="binomial_dist.html" title="Binomial Distribution">Binomial
 Distribution</a> for more discussion.
 
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.lower_bound_on_parameter_p"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.lower_bound_on_parameter_p-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.lower_bound_on_parameter_p">Lower
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.lower_bound_on_parameter_p"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.lower_bound_on_parameter_p">Lower
 Bound on Parameter p</a>
 </h6>
<pre class="programlisting">static RealType find_lower_bound_on_p(
- RealType failures,
+ RealType failures,
 RealType successes,
 RealType probability) // (0 <= alpha <= 1), 0.05 equivalent to 95% confidence.
</pre>
@@ -297,13 +296,13 @@
 Discrete Distributions. Computational statistics and data analysis, 2005,
 vol. 48, no3, 605-621</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.upper_bound_on_parameter_p"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.upper_bound_on_parameter_p-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.upper_bound_on_parameter_p">Upper
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.upper_bound_on_parameter_p"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.upper_bound_on_parameter_p">Upper
 Bound on Parameter p</a>
 </h6>
<pre class="programlisting">static RealType find_upper_bound_on_p(
- RealType trials,
+ RealType trials,
 RealType successes,
 RealType alpha); // (0 <= alpha <= 1), 0.05 equivalent to 95% confidence.
</pre>
@@ -357,9 +356,9 @@
 Discrete Distributions. Computational statistics and data analysis, 2005,
 vol. 48, no3, 605-621</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures">Estimating
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h6"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_at_least_a_certain_number_of_failures">Estimating
 Number of Trials to Ensure at Least a Certain Number of Failures</a>
 </h6>
<pre class="programlisting">static RealType find_minimum_number_of_trials(
@@ -408,9 +407,9 @@
 finds the number of trials (success+failures) that will lead to an alpha
 probability of observing k failures or fewer.
 
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less"></a><h6>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less">Estimating
+<h6>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h7"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.estimating_number_of_trials_to_ensure_a_maximum_number_of_failures_or_less">Estimating
 Number of Trials to Ensure a Maximum Number of Failures or Less</a>
 </h6>
<pre class="programlisting">static RealType find_maximum_number_of_trials(
@@ -456,9 +455,9 @@
 finds the number of trials (success+failures) that will lead to an alpha
 probability of observing more than k failures.
 
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.non_member_accessors-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h8"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.non_member_accessors"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -510,7 +509,6 @@
 p. For example:
 
 
-

<pre class="programlisting">pdf(negative_binomial(r, p), k)</pre>

@@ -530,7 +528,6 @@
 and success on the last trial. For example:
 
 
-

<pre class="programlisting">cdf(negative_binomial(r, p), k)</pre>

@@ -551,7 +548,6 @@
 p and success on the last trial. For example:
 
 
-

<pre class="programlisting">cdf(complement(negative_binomial(r, p), k))</pre>

@@ -574,7 +570,6 @@
 example:
 
 
-

<pre class="programlisting">quantile(negative_binomial(r, p), P)</pre>

@@ -595,7 +590,7 @@
 p, at probability P. Note that the value returned is a real-number,
 and not an integer. Depending on the use case you may want
 to take either the floor or ceiling of the real result. For
- example:
+ example:

<pre class="programlisting">quantile(complement(negative_binomial(r, p), P))</pre>

@@ -605,9 +600,9 @@
</tbody>
</table></div>
</div>
- <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accuracy-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accuracy">Accuracy</a>
+ <h5>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h9"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accuracy"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.accuracy">Accuracy</a>
 </h5>

 This distribution is implemented using the incomplete beta functions
@@ -615,9 +610,9 @@
 and <a class="link" href="../../../special/sf_beta/ibeta_function.html" title="Incomplete Beta Functions">ibetac</a>:
 please refer to these functions for information on accuracy.
 
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.implementation-heading"></a>
- <a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.h10"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.negative_binomial_dist.implementation"></a><a class="link" href="negative_binomial_dist.html#math_toolkit.dist.dist_ref.dists.negative_binomial_dist.implementation">Implementation</a>
 </h5>

 In the following table, p is the probability that

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/normal_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/normal_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/normal_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 (Gaussian) Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/normal.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class normal_distribution;

@@ -78,9 +77,9 @@

 <img src="../../../../../graphs/normal_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.normal_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.normal_dist.member_functions-heading"></a>
- <a class="link" href="normal_dist.html#math_toolkit.dist.dist_ref.dists.normal_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.normal_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.normal_dist.member_functions"></a><a class="link" href="normal_dist.html#math_toolkit.dist.dist_ref.dists.normal_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">normal_distribution(RealType mean = 0, RealType sd = 1);
@@ -94,7 +93,7 @@
 is called.
 
<pre class="programlisting">RealType mean()const;
-RealType location()const;
+RealType location()const;
</pre>

 both return the mean of this distribution.
@@ -108,9 +107,9 @@
 distributions, allowing the functions find_location and find_scale to
 be used generically).
 
-<a name="math_toolkit.dist.dist_ref.dists.normal_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.normal_dist.non_member_accessors-heading"></a>
- <a class="link" href="normal_dist.html#math_toolkit.dist.dist_ref.dists.normal_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.normal_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.normal_dist.non_member_accessors"></a><a class="link" href="normal_dist.html#math_toolkit.dist.dist_ref.dists.normal_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -130,17 +129,17 @@
 the pdf of +∞ and -∞ = 0 is also supported, and cdf at -∞ = 0, cdf at +∞ = 1,
 and complement cdf -∞ = 1 and +∞ = 0, if RealType permits.
 
-<a name="math_toolkit.dist.dist_ref.dists.normal_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.normal_dist.accuracy-heading"></a>
- <a class="link" href="normal_dist.html#math_toolkit.dist.dist_ref.dists.normal_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.normal_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.normal_dist.accuracy"></a><a class="link" href="normal_dist.html#math_toolkit.dist.dist_ref.dists.normal_dist.accuracy">Accuracy</a>
 </h5>

 The normal distribution is implemented in terms of the <a class="link" href="../../../special/sf_erf/error_function.html" title="Error Functions">error
 function</a>, and as such should have very low error rates.
 
-<a name="math_toolkit.dist.dist_ref.dists.normal_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.normal_dist.implementation-heading"></a>
- <a class="link" href="normal_dist.html#math_toolkit.dist.dist_ref.dists.normal_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.normal_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.normal_dist.implementation"></a><a class="link" href="normal_dist.html#math_toolkit.dist.dist_ref.dists.normal_dist.implementation">Implementation</a>
 </h5>

 In the following table m is the mean of the distribution,

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/pareto.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/pareto.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/pareto.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -27,7 +27,6 @@
<a name="math_toolkit.dist.dist_ref.dists.pareto"></a><a class="link" href="pareto.html" title="Pareto Distribution">Pareto Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/pareto.hpp></pre>

@@ -85,14 +84,14 @@

 <img src="../../../../../graphs/pareto_pdf2.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.pareto.related_distributions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.pareto.related_distributions-heading"></a>
- <a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.related_distributions">Related
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.pareto.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.pareto.related_distributions"></a><a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.related_distributions">Related
 distributions</a>
 </h5>
-<a name="math_toolkit.dist.dist_ref.dists.pareto.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.pareto.member_functions-heading"></a>
- <a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.pareto.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.pareto.member_functions"></a><a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">pareto_distribution(RealType scale = 1, RealType shape = 1);
@@ -116,9 +115,9 @@

 Returns the shape parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.pareto.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.pareto.non_member_accessors-heading"></a>
- <a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.pareto.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.pareto.non_member_accessors"></a><a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -136,9 +135,9 @@

 The supported domain of the random variable is [scale, ∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.pareto.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.pareto.accuracy-heading"></a>
- <a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.pareto.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.pareto.accuracy"></a><a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.accuracy">Accuracy</a>
 </h5>

 The Pareto distribution is implemented in terms of the standard library
@@ -149,9 +148,9 @@
 If probability is near to unity (or the complement of a probability near
 zero) see also <a class="link" href="../../stat_tut/overview/complements.html#why_complements">why complements?</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.pareto.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.pareto.implementation-heading"></a>
- <a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.pareto.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.pareto.implementation"></a><a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.implementation">Implementation</a>
 </h5>

 In the following table α   is the shape parameter of the distribution, and
@@ -317,9 +316,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.pareto.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.pareto.references-heading"></a>
- <a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.pareto.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.pareto.references"></a><a class="link" href="pareto.html#math_toolkit.dist.dist_ref.dists.pareto.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/poisson_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/poisson_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/poisson_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/poisson.hpp></pre>

 
<pre class="programlisting">namespace boost { namespace math {

-template <class RealType = double,
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class poisson_distribution;

@@ -43,15 +42,15 @@

template <class RealType, class <a class="link" href="../../../policy.html" title="Policies">Policy</a>>
class poisson_distribution
-{
+{
public:
 typedef RealType value_type;
 typedef Policy policy_type;
-
+
 poisson_distribution(RealType mean = 1); // Constructor.
 RealType mean()const; // Accessor.
}
-
+
}} // namespaces boost::math
</pre>

@@ -115,9 +114,9 @@
 
</td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.member_functions-heading"></a>
- <a class="link" href="poisson_dist.html#math_toolkit.dist.dist_ref.dists.poisson_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.poisson_dist.member_functions"></a><a class="link" href="poisson_dist.html#math_toolkit.dist.dist_ref.dists.poisson_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">poisson_distribution(RealType mean = 1);
@@ -130,9 +129,9 @@

 Returns the mean of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.non_member_accessors-heading"></a>
- <a class="link" href="poisson_dist.html#math_toolkit.dist.dist_ref.dists.poisson_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.poisson_dist.non_member_accessors"></a><a class="link" href="poisson_dist.html#math_toolkit.dist.dist_ref.dists.poisson_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -150,9 +149,9 @@

 The domain of the random variable is [0, ∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.accuracy-heading"></a>
- <a class="link" href="poisson_dist.html#math_toolkit.dist.dist_ref.dists.poisson_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.poisson_dist.accuracy"></a><a class="link" href="poisson_dist.html#math_toolkit.dist.dist_ref.dists.poisson_dist.accuracy">Accuracy</a>
 </h5>

 The Poisson distribution is implemented in terms of the incomplete gamma
@@ -164,9 +163,9 @@
 accurate: this is because the inverse gamma functions are implemented
 using an iterative method with a lower tolerance to avoid excessive computation.
 
-<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.implementation-heading"></a>
- <a class="link" href="poisson_dist.html#math_toolkit.dist.dist_ref.dists.poisson_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.poisson_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.poisson_dist.implementation"></a><a class="link" href="poisson_dist.html#math_toolkit.dist.dist_ref.dists.poisson_dist.implementation">Implementation</a>
 </h5>

 In the following table λ   is the mean of the distribution, k

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/rayleigh.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/rayleigh.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/rayleigh.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/rayleigh.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class rayleigh_distribution;

@@ -85,9 +84,9 @@

 <img src="../../../../../graphs/rayleigh_cdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.related_distributions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.related_distributions-heading"></a>
- <a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.related_distributions">Related
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.rayleigh.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.rayleigh.related_distributions"></a><a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.related_distributions">Related
 distributions</a>
 </h5>

@@ -101,9 +100,9 @@
 distributions are generalizations of the <a href="http://en.wikipedia.org/wiki/Rayleigh_distribution" target="_top">Rayleigh
 distribution</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.member_functions-heading"></a>
- <a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.rayleigh.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.rayleigh.member_functions"></a><a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">rayleigh_distribution(RealType sigma = 1);
@@ -120,9 +119,9 @@

 Returns the sigma parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.non_member_accessors-heading"></a>
- <a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.rayleigh.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.rayleigh.non_member_accessors"></a><a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -140,9 +139,9 @@

 The domain of the random variable is [0, max_value].
 
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.accuracy-heading"></a>
- <a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.rayleigh.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.rayleigh.accuracy"></a><a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.accuracy">Accuracy</a>
 </h5>

 The Rayleigh distribution is implemented in terms of the standard library
@@ -150,9 +149,9 @@
 error rates. Some constants such as skewness and kurtosis were calculated
 using NTL RR type with 150-bit accuracy, about 50 decimal digits.
 
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.implementation-heading"></a>
- <a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.rayleigh.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.rayleigh.implementation"></a><a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.implementation">Implementation</a>
 </h5>

 In the following table σ   is the sigma parameter of the distribution, x
@@ -319,9 +318,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.rayleigh.references-heading"></a>
- <a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.rayleigh.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.rayleigh.references"></a><a class="link" href="rayleigh.html#math_toolkit.dist.dist_ref.dists.rayleigh.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/students_t_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/students_t_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/students_t_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 t Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/students_t.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class students_t_distribution;

@@ -46,13 +45,13 @@
{
 typedef RealType value_type;
 typedef Policy policy_type;
-
+
 // Construct:
 students_t_distribution(const RealType& v);
-
+
 // Accessor:
 RealType degrees_of_freedom()const;
-
+
 // degrees of freedom estimation:
 static RealType find_degrees_of_freedom(
 RealType difference_from_mean,
@@ -96,9 +95,9 @@

 <img src="../../../../../graphs/students_t_pdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.member_functions-heading"></a>
- <a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.students_t_dist.member_functions"></a><a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">students_t_distribution(const RealType& v);
@@ -173,9 +172,9 @@
 For more information on this function see the <a href="http://www.itl.nist.gov/div898/handbook/prc/section2/prc222.htm" target="_top">NIST
 Engineering Statistics Handbook</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.non_member_accessors-heading"></a>
- <a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.students_t_dist.non_member_accessors"></a><a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -193,26 +192,26 @@

 The domain of the random variable is [-∞, +∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.examples"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.examples-heading"></a>
- <a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.examples">Examples</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.students_t_dist.examples"></a><a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.examples">Examples</a>
 </h5>

 Various <a class="link" href="../../stat_tut/weg/st_eg.html" title="Student's t Distribution Examples">worked examples</a>
 are available illustrating the use of the Student's t distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.accuracy-heading"></a>
- <a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.students_t_dist.accuracy"></a><a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.accuracy">Accuracy</a>
 </h5>

 The normal distribution is implemented in terms of the <a class="link" href="../../../special/sf_beta/ibeta_function.html" title="Incomplete Beta Functions">incomplete
 beta function</a> and <a class="link" href="../../../special/sf_beta/ibeta_inv_function.html" title="The Incomplete Beta Function Inverses">its
 inverses</a>, refer to accuracy data on those functions for more information.
 
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.implementation-heading"></a>
- <a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.students_t_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.students_t_dist.implementation"></a><a class="link" href="students_t_dist.html#math_toolkit.dist.dist_ref.dists.students_t_dist.implementation">Implementation</a>
 </h5>

 In the following table v is the degrees of freedom

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/triangular_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/triangular_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/triangular_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,16 +28,15 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/triangular.hpp></pre>

 
<pre class="programlisting">namespace boost{ namespace math{
- template <class RealType = double,
+ template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
 class triangular_distribution;
-
+
 typedef triangular_distribution<> triangular;

 template <class RealType, class <a class="link" href="../../../policy.html" title="Policies">Policy</a>>
@@ -127,9 +126,9 @@

 <img src="../../../../../graphs/triangular_cdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.member_functions-heading"></a>
- <a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.triangular_dist.member_functions"></a><a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">triangular_distribution(RealType lower = 0, RealType mode = 0 RealType upper = 1);
@@ -162,9 +161,9 @@
 Returns the upper parameter of this distribution
 (default+1).
 
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.non_member_accessors-heading"></a>
- <a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.triangular_dist.non_member_accessors"></a><a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -183,18 +182,18 @@
 The domain of the random variable is \lowerto \upper, and the supported
 range is lower <= x <= upper.
 
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.accuracy-heading"></a>
- <a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.triangular_dist.accuracy"></a><a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.accuracy">Accuracy</a>
 </h5>

 The triangular distribution is implemented with simple arithmetic operators
 and so should have errors within an epsilon or two, except quantiles
 with arguments nearing the extremes of zero and unity.
 
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.implementation-heading"></a>
- <a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.triangular_dist.implementation"></a><a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.implementation">Implementation</a>
 </h5>

 In the following table, a is the lower parameter
@@ -377,9 +376,9 @@
 Some 'known good' test values were obtained from <a href="http://espse.ed.psu.edu/edpsych/faculty/rhale/hale/507Mat/statlets/free/pdist.htm" target="_top">Statlet:
 Calculate and plot probability distributions</a>
 
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.references-heading"></a>
- <a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.triangular_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.triangular_dist.references"></a><a class="link" href="triangular_dist.html#math_toolkit.dist.dist_ref.dists.triangular_dist.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/uniform_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/uniform_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/uniform_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,16 +28,15 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/uniform.hpp></pre>

 
<pre class="programlisting">namespace boost{ namespace math{
- template <class RealType = double,
+ template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
 class uniform_distribution;
-
+
 typedef uniform_distribution<> uniform;

 template <class RealType, class <a class="link" href="../../../policy.html" title="Policies">Policy</a>>
@@ -116,9 +115,9 @@

 <img src="../../../../../graphs/uniform_cdf.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.member_functions-heading"></a>
- <a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.uniform_dist.member_functions"></a><a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">uniform_distribution(RealType lower = 0, RealType upper = 1);
@@ -143,9 +142,9 @@

 Returns the upper parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.non_member_accessors-heading"></a>
- <a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.uniform_dist.non_member_accessors"></a><a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -164,17 +163,17 @@
 The domain of the random variable is any finite value, but the supported
 range is only lower <= x <= upper.
 
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.accuracy-heading"></a>
- <a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.uniform_dist.accuracy"></a><a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.accuracy">Accuracy</a>
 </h5>

 The uniform distribution is implemented with simple arithmetic operators
 and so should have errors within an epsilon or two.
 
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.implementation-heading"></a>
- <a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.uniform_dist.implementation"></a><a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.implementation">Implementation</a>
 </h5>

 In the following table a is the lower parameter
@@ -336,9 +335,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.references-heading"></a>
- <a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.uniform_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.uniform_dist.references"></a><a class="link" href="uniform_dist.html#math_toolkit.dist.dist_ref.dists.uniform_dist.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/weibull_dist.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/weibull_dist.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/dists/weibull_dist.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -28,14 +28,13 @@
 Distribution</a>
</h5></div></div></div>

-

<pre class="programlisting">#include <boost/math/distributions/weibull.hpp></pre>

 
-<pre class="programlisting">namespace boost{ namespace math{
-
-template <class RealType = double,
+<pre class="programlisting">namespace boost{ namespace math{
+
+template <class RealType = double,
 class <a class="link" href="../../../policy.html" title="Policies">Policy</a> = <a class="link" href="../../../policy/pol_ref/pol_ref_ref.html" title="Policy Class Reference">policies::policy<></a> >
class weibull_distribution;

@@ -99,9 +98,9 @@

 <img src="../../../../../graphs/weibull_pdf2.png" align="middle">
 
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.related_distributions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.related_distributions-heading"></a>
- <a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.related_distributions">Related
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.weibull_dist.related_distributions"></a><a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.related_distributions">Related
 distributions</a>
 </h5>

@@ -113,9 +112,9 @@
 distributions, of which the Weibull is but one, is discussed by <a href="http://www.worldscibooks.com/mathematics/p191.html" target="_top">Extreme Value
 Distributions, Theory and Applications Samuel Kotz & Saralees Nadarajah</a>.
 
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.member_functions"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.member_functions-heading"></a>
- <a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.member_functions">Member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.weibull_dist.member_functions"></a><a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.member_functions">Member
 Functions</a>
 </h5>
<pre class="programlisting">weibull_distribution(RealType shape, RealType scale = 1);
@@ -139,9 +138,9 @@

 Returns the scale parameter of this distribution.
 
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.non_member_accessors"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.non_member_accessors-heading"></a>
- <a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.non_member_accessors">Non-member
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.weibull_dist.non_member_accessors"></a><a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.non_member_accessors">Non-member
 Accessors</a>
 </h5>

@@ -159,9 +158,9 @@

 The domain of the random variable is [0, ∞].
 
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.accuracy"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.accuracy-heading"></a>
- <a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.accuracy">Accuracy</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.weibull_dist.accuracy"></a><a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.accuracy">Accuracy</a>
 </h5>

 The Weibull distribution is implemented in terms of the standard library
@@ -169,9 +168,9 @@
 and <a class="link" href="../../../special/powers/log1p.html" title="log1p">log1p</a> and
 as such should have very low error rates.
 
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.implementation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.implementation-heading"></a>
- <a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.implementation">Implementation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.weibull_dist.implementation"></a><a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.implementation">Implementation</a>
 </h5>

 In the following table α   is the shape parameter of the distribution, β   is
@@ -336,9 +335,9 @@
</tr>
</tbody>
</table></div>
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.references"></a><h5>
-<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.references-heading"></a>
- <a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.references">References</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.dists.weibull_dist.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.dists.weibull_dist.references"></a><a class="link" href="weibull_dist.html#math_toolkit.dist.dist_ref.dists.weibull_dist.references">References</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/nmp.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/nmp.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/dist_ref/nmp.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -36,9 +36,9 @@
 <a class="link" href="nmp.html#function_index">function index</a> to go straight to
 the function you want if you already know its name.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__function_index___function_index"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__function_index___function_index-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__function_index___function_index"><a name="function_index"></a>Function Index</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h0"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__function_index___function_index"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__function_index___function_index"><a name="function_index"></a>Function Index</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">
@@ -93,9 +93,9 @@
 <a class="link" href="nmp.html#math.dist.variance">variance</a>.
 </li>
</ul></div>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__concept_index___conceptual_index"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__concept_index___conceptual_index-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__concept_index___conceptual_index"><a name="concept_index"></a>Conceptual Index</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h1"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__concept_index___conceptual_index"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__concept_index___conceptual_index"><a name="concept_index"></a>Conceptual Index</a>
 </h5>
<div class="itemizedlist"><ul class="itemizedlist" type="disc">
<li class="listitem">
@@ -179,9 +179,9 @@
 <a class="link" href="nmp.html#math.dist.variance">variance</a>.
 </li>
</ul></div>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_cdf___cumulative_distribution_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_cdf___cumulative_distribution_function-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_cdf___cumulative_distribution_function"><a name="math.dist.cdf"></a>Cumulative Distribution Function</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h2"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_cdf___cumulative_distribution_function"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_cdf___cumulative_distribution_function"><a name="math.dist.cdf"></a>Cumulative Distribution Function</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType cdf(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist, const RealType& x);
@@ -202,9 +202,9 @@

 <img src="../../../../graphs/cdf.png" alt="cdf">
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_ccdf___complement_of_the_cumulative_distribution_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_ccdf___complement_of_the_cumulative_distribution_function-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_ccdf___complement_of_the_cumulative_distribution_function"><a name="math.dist.ccdf"></a>Complement of the Cumulative Distribution Function</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h3"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_ccdf___complement_of_the_cumulative_distribution_function"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_ccdf___complement_of_the_cumulative_distribution_function"><a name="math.dist.ccdf"></a>Complement of the Cumulative Distribution Function</a>
 </h5>
<pre class="programlisting">template <class Distribution, class RealType>
RealType cdf(const Unspecified-Complement-Type<Distribution, RealType>& comp);
@@ -242,9 +242,9 @@
 See <a class="link" href="../stat_tut/overview/complements.html#why_complements">why complements?</a> for why the
 complement is useful and when it should be used.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_hazard___hazard_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_hazard___hazard_function-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_hazard___hazard_function"><a name="math.dist.hazard"></a>Hazard Function</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h4"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_hazard___hazard_function"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_hazard___hazard_function"><a name="math.dist.hazard"></a>Hazard Function</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType hazard(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist, const RealType& x);
@@ -270,9 +270,9 @@
 rather than the hazard function.
 </td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_chf___cumulative_hazard_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_chf___cumulative_hazard_function-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_chf___cumulative_hazard_function"><a name="math.dist.chf"></a>Cumulative Hazard Function</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h5"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_chf___cumulative_hazard_function"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_chf___cumulative_hazard_function"><a name="math.dist.chf"></a>Cumulative Hazard Function</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType chf(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist, const RealType& x);
@@ -297,9 +297,9 @@
 Some authors refer to this as simply the "Hazard Function".
 </td></tr>
</table></div>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mean___mean"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mean___mean-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mean___mean"><a name="math.dist.mean"></a>mean</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h6"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mean___mean"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mean___mean"><a name="math.dist.mean"></a>mean</a>
 </h5>
<pre class="programlisting">template<class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType mean(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -312,9 +312,9 @@
 if the distribution does not have a defined mean (for example the Cauchy
 distribution).
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_median___median"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_median___median-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_median___median"><a name="math.dist.median"></a>median</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h7"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_median___median"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_median___median"><a name="math.dist.median"></a>median</a>
 </h5>
<pre class="programlisting">template<class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType median(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -322,9 +322,9 @@

 Returns the median of the distribution dist.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mode___mode"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mode___mode-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mode___mode"><a name="math.dist.mode"></a>mode</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h8"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mode___mode"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_mode___mode"><a name="math.dist.mode"></a>mode</a>
 </h5>
<pre class="programlisting">template<class RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType mode(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -336,9 +336,9 @@
 This function may return a <a class="link" href="../../main_overview/error_handling.html#domain_error">domain_error</a>
 if the distribution does not have a defined mode.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_pdf___probability_density_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_pdf___probability_density_function-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_pdf___probability_density_function"><a name="math.dist.pdf"></a>Probability Density Function</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h9"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_pdf___probability_density_function"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_pdf___probability_density_function"><a name="math.dist.pdf"></a>Probability Density Function</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType pdf(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist, const RealType& x);
@@ -364,9 +364,9 @@

 <img src="../../../../graphs/pdf.png" alt="pdf">
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_range___range"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_range___range-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_range___range"><a name="math.dist.range"></a>Range</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h10"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_range___range"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_range___range"><a name="math.dist.range"></a>Range</a>
 </h5>
<pre class="programlisting">template<class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
std::pair<RealType, RealType> range(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -374,9 +374,9 @@

 Returns the valid range of the random variable over distribution dist.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile___quantile"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile___quantile-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile___quantile"><a name="math.dist.quantile"></a>Quantile</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h11"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile___quantile"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile___quantile"><a name="math.dist.quantile"></a>Quantile</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType quantile(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist, const RealType& p);
@@ -404,9 +404,9 @@

 <img src="../../../../graphs/quantile.png" alt="quantile">
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile_c___quantile_from_the_complement_of_the_probability_"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile_c___quantile_from_the_complement_of_the_probability_-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile_c___quantile_from_the_complement_of_the_probability_"><a name="math.dist.quantile_c"></a>Quantile from the complement of the probability.</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h12"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile_c___quantile_from_the_complement_of_the_probability_"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_quantile_c___quantile_from_the_complement_of_the_probability_"><a name="math.dist.quantile_c"></a>Quantile from the complement of the probability.</a>
 </h5>

 <a class="link" href="../stat_tut/overview/complements.html#complements">complements</a>
@@ -449,9 +449,9 @@

 <img src="../../../../graphs/survival_inv.png" alt="survival_inv">
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_sd___standard_deviation"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_sd___standard_deviation-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_sd___standard_deviation"><a name="math.dist.sd"></a>Standard Deviation</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h13"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_sd___standard_deviation"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_sd___standard_deviation"><a name="math.dist.sd"></a>Standard Deviation</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType standard_deviation(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -463,9 +463,9 @@
 This function may return a <a class="link" href="../../main_overview/error_handling.html#domain_error">domain_error</a>
 if the distribution does not have a defined standard deviation.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_support___support"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_support___support-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_support___support"><a name="math.dist.support"></a>support</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h14"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_support___support"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_support___support"><a name="math.dist.support"></a>support</a>
 </h5>
<pre class="programlisting">template<class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
std::pair<RealType, RealType> support(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -480,9 +480,9 @@
 that has the cdf going from zero to unity. Outside are uninteresting zones
 where the pdf is zero, and the cdf zero or unity.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_variance___variance"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_variance___variance-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_variance___variance"><a name="math.dist.variance"></a>Variance</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h15"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_variance___variance"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_variance___variance"><a name="math.dist.variance"></a>Variance</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType variance(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -494,9 +494,9 @@
 This function may return a <a class="link" href="../../main_overview/error_handling.html#domain_error">domain_error</a>
 if the distribution does not have a defined variance.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_skewness___skewness"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_skewness___skewness-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_skewness___skewness"><a name="math.dist.skewness"></a>Skewness</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h16"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_skewness___skewness"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_skewness___skewness"><a name="math.dist.skewness"></a>Skewness</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType skewness(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -508,9 +508,9 @@
 This function may return a <a class="link" href="../../main_overview/error_handling.html#domain_error">domain_error</a>
 if the distribution does not have a defined skewness.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis___kurtosis"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis___kurtosis-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis___kurtosis"><a name="math.dist.kurtosis"></a>Kurtosis</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h17"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis___kurtosis"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis___kurtosis"><a name="math.dist.kurtosis"></a>Kurtosis</a>
 </h5>
<pre class="programlisting">template <class RealType, class <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType kurtosis(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -550,9 +550,9 @@

 'Proper' kurtosis can have a value from zero to + infinity.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis_excess___kurtosis_excess"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis_excess___kurtosis_excess-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis_excess___kurtosis_excess"><a name="math.dist.kurtosis_excess"></a>Kurtosis excess</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h18"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis_excess___kurtosis_excess"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__math_dist_kurtosis_excess___kurtosis_excess"><a name="math.dist.kurtosis_excess"></a>Kurtosis excess</a>
 </h5>
<pre class="programlisting">template <class RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>
RealType kurtosis_excess(const Distribution-Type<RealType, <a class="link" href="../../policy.html" title="Policies">Policy</a>>& dist);
@@ -584,9 +584,9 @@

 The kurtosis excess of a normal distribution is zero.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__cdfpq___p_and_q"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__cdfpq___p_and_q-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__cdfpq___p_and_q"><a name="cdfPQ"></a>P and Q</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h19"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__cdfpq___p_and_q"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__cdfpq___p_and_q"><a name="cdfPQ"></a>P and Q</a>
 </h5>

 The terms P and Q are sometimes used to refer to the <a class="link" href="nmp.html#math.dist.cdf">Cumulative
@@ -594,32 +594,32 @@
 respectively. Lowercase p and q are sometimes used to refer to the values
 returned by these functions.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__percent___percent_point_function_or_percentile"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__percent___percent_point_function_or_percentile-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__percent___percent_point_function_or_percentile"><a name="percent"></a>Percent Point Function or Percentile</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h20"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__percent___percent_point_function_or_percentile"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__percent___percent_point_function_or_percentile"><a name="percent"></a>Percent Point Function or Percentile</a>
 </h5>

 The percent point function, also known as the percentile, is the same as
 the <a class="link" href="nmp.html#math.dist.quantile">Quantile</a>.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__cdf_inv___inverse_cdf_function_"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__cdf_inv___inverse_cdf_function_-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__cdf_inv___inverse_cdf_function_"><a name="cdf_inv"></a>Inverse CDF Function.</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h21"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__cdf_inv___inverse_cdf_function_"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__cdf_inv___inverse_cdf_function_"><a name="cdf_inv"></a>Inverse CDF Function.</a>
 </h5>

 The inverse of the cumulative distribution function, is the same as the
 <a class="link" href="nmp.html#math.dist.quantile">Quantile</a>.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__survival_inv___inverse_survival_function_"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__survival_inv___inverse_survival_function_-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__survival_inv___inverse_survival_function_"><a name="survival_inv"></a>Inverse Survival Function.</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h22"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__survival_inv___inverse_survival_function_"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__survival_inv___inverse_survival_function_"><a name="survival_inv"></a>Inverse Survival Function.</a>
 </h5>

 The inverse of the survival function, is the same as computing the <a class="link" href="nmp.html#math.dist.quantile_c">quantile from the complement of the probability</a>.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__pmf___probability_mass_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__pmf___probability_mass_function-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__pmf___probability_mass_function"><a name="pmf"></a>Probability Mass Function</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h23"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__pmf___probability_mass_function"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__pmf___probability_mass_function"><a name="pmf"></a>Probability Mass Function</a>
 </h5>

 The Probability Mass Function is the same as the <a class="link" href="nmp.html#math.dist.pdf">Probability
@@ -630,18 +630,18 @@
 the term <a class="link" href="nmp.html#math.dist.pdf">Probability Density Function</a>
 applies to continuous distributions.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__lower_critical___lower_critical_value_"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__lower_critical___lower_critical_value_-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__lower_critical___lower_critical_value_"><a name="lower_critical"></a>Lower Critical Value.</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h24"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__lower_critical___lower_critical_value_"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__lower_critical___lower_critical_value_"><a name="lower_critical"></a>Lower Critical Value.</a>
 </h5>

 The lower critical value calculates the value of the random variable given
 the area under the left tail of the distribution. It is equivalent to calculating
 the <a class="link" href="nmp.html#math.dist.quantile">Quantile</a>.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__upper_critical___upper_critical_value_"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__upper_critical___upper_critical_value_-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__upper_critical___upper_critical_value_"><a name="upper_critical"></a>Upper Critical Value.</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h25"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__upper_critical___upper_critical_value_"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__upper_critical___upper_critical_value_"><a name="upper_critical"></a>Upper Critical Value.</a>
 </h5>

 The upper critical value calculates the value of the random variable given
@@ -649,9 +649,9 @@
 calculating the <a class="link" href="nmp.html#math.dist.quantile_c">quantile from the
 complement of the probability</a>.
 
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__survival___survival_function"></a><h5>
-<a name="math_toolkit.dist.dist_ref.nmp._anchor_id__survival___survival_function-heading"></a>
- <a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__survival___survival_function"><a name="survival"></a>Survival Function</a>
+<h5>
+<a name="math_toolkit.dist.dist_ref.nmp.h26"></a>
+ <a name="math_toolkit.dist.dist_ref.nmp._anchor_id__survival___survival_function"></a><a class="link" href="nmp.html#math_toolkit.dist.dist_ref.nmp._anchor_id__survival___survival_function"><a name="survival"></a>Survival Function</a>
 </h5>

 Refer to the <a class="link" href="nmp.html#math.dist.ccdf">Complement of the Cumulative

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/future.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/future.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/future.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -26,9 +26,9 @@
<div class="titlepage"><div><div><h3 class="title">
<a name="math_toolkit.dist.future"></a><a class="link" href="future.html" title="Extras/Future Directions">Extras/Future Directions</a>
</h3></div></div></div>
-<a name="math_toolkit.dist.future.adding_additional_location_and_scale_parameters"></a><h5>
-<a name="math_toolkit.dist.future.adding_additional_location_and_scale_parameters-heading"></a>
- <a class="link" href="future.html#math_toolkit.dist.future.adding_additional_location_and_scale_parameters">Adding
+<h5>
+<a name="math_toolkit.dist.future.h0"></a>
+ <a name="math_toolkit.dist.future.adding_additional_location_and_scale_parameters"></a><a class="link" href="future.html#math_toolkit.dist.future.adding_additional_location_and_scale_parameters">Adding
 Additional Location and Scale Parameters</a>
 </h5>

@@ -45,7 +45,7 @@
class scaled_distribution
{
 scaled_distribution(
- const Dist dist,
+ const Dist dist,
 typename Dist::value_type location,
 typename Dist::value_type scale = 0);
};
@@ -54,9 +54,9 @@
 Which would then have its own set of overloads for the non-member accessor
 functions.
 
-<a name="math_toolkit.dist.future.an__quot_any_distribution_quot__class"></a><h5>
-<a name="math_toolkit.dist.future.an__quot_any_distribution_quot__class-heading"></a>
- <a class="link" href="future.html#math_toolkit.dist.future.an__quot_any_distribution_quot__class">An
+<h5>
+<a name="math_toolkit.dist.future.h1"></a>
+ <a name="math_toolkit.dist.future.an__quot_any_distribution_quot__class"></a><a class="link" href="future.html#math_toolkit.dist.future.an__quot_any_distribution_quot__class">An
 "any_distribution" class</a>
 </h5>

@@ -90,10 +90,10 @@
 tests for goodness of fit might provide such a use case: this needs more
 investigation.
 
-<a name="math_toolkit.dist.future.higher_level_hypothesis_tests"></a><h5>
-<a name="math_toolkit.dist.future.higher_level_hypothesis_tests-heading"></a>
- <a class="link" href="future.html#math_toolkit.dist.future.higher_level_hypothesis_tests">Higher
- Level Hypothesis Tests</a>
+<h5>
+<a name="math_toolkit.dist.future.h2"></a>
+ <a name="math_toolkit.dist.future.higher_level_hypothesis_tests"></a><a class="link" href="future.html#math_toolkit.dist.future.higher_level_hypothesis_tests">Higher Level
+ Hypothesis Tests</a>
 </h5>

 Higher-level tests roughly corresponding to the <a href="http://documents.wolfram.com/mathematica/Add-onsLinks/StandardPackages/Statistics/HypothesisTests.html" target="_top">Mathematica
@@ -110,9 +110,9 @@
 Returns the probability that the data in the sequence [a,b) has the mean
 expected_mean.
 
-<a name="math_toolkit.dist.future.integration_with_statistical_accumulators"></a><h5>
-<a name="math_toolkit.dist.future.integration_with_statistical_accumulators-heading"></a>
- <a class="link" href="future.html#math_toolkit.dist.future.integration_with_statistical_accumulators">Integration
+<h5>
+<a name="math_toolkit.dist.future.h3"></a>
+ <a name="math_toolkit.dist.future.integration_with_statistical_accumulators"></a><a class="link" href="future.html#math_toolkit.dist.future.integration_with_statistical_accumulators">Integration
 With Statistical Accumulators</a>
 </h5>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binom_conf.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binom_conf.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binom_conf.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -145,10 +145,10 @@
 cout << fixed << setprecision(5) << setw(15) << right << u;
 // Calculate Jeffreys Prior Bounds:
 l = binomial_distribution<>::find_lower_bound_on_p(
- trials, successes, alpha[i]/2,
+ trials, successes, alpha[i]/2,
 binomial_distribution<>::jeffreys_prior_interval);
 u = binomial_distribution<>::find_upper_bound_on_p(
- trials, successes, alpha[i]/2,
+ trials, successes, alpha[i]/2,
 binomial_distribution<>::jeffreys_prior_interval);
 // Print Jeffreys Prior Limits:
 cout << fixed << setprecision(5) << setw(15) << right << l;

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binomial_coinflip_example.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binomial_coinflip_example.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binomial_coinflip_example.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -53,7 +53,6 @@
 the binomial distribution, some std input and output, and get started:
 

-

<pre class="programlisting">#include <boost/math/distributions/binomial.hpp>
 using boost::math::binomial;
@@ -79,7 +78,6 @@
 1/2, and how many flips.
 

-

<pre class="programlisting">const double success_fraction = 0.5; // = 50% = 1/2 for a 'fair' coin.
int flips = 10;
@@ -92,7 +90,6 @@
 Then some examples of using Binomial moments (and echoing the parameters).
 

-

<pre class="programlisting">cout << "From " << flips << " one can expect to get on average "
 << mean(flip) << " heads (or tails)." << endl;
@@ -113,7 +110,6 @@
 Now we show a variety of predictions on the probability of heads:
 

-

<pre class="programlisting">cout << "For " << flip.trials() << " coin flips: " << endl;
cout << "Probability of getting no heads is " << pdf(flip, 0) << endl;
@@ -125,7 +121,6 @@
 can sum the PDF's:
 

-

<pre class="programlisting">cout << "Probability of getting 0 or 1 heads is "
 << pdf(flip, 0) + pdf(flip, 1) << endl; // sum of exactly == probabilities</pre>
@@ -135,7 +130,6 @@
 Or we can use the cdf.
 

-

<pre class="programlisting">cout << "Probability of getting 0 or 1 (<= 1) heads is " << cdf(flip, 1) << endl;
cout << "Probability of getting 9 or 10 heads is " << pdf(flip, 9) + pdf(flip, 10) << endl;</pre>
@@ -145,7 +139,6 @@
 Note that using
 

-

<pre class="programlisting">cout << "Probability of getting 9 or 10 heads is " << 1. - cdf(flip, 8) << endl;</pre>

@@ -154,7 +147,6 @@
 is less accurate than using the complement
 

-

<pre class="programlisting">cout << "Probability of getting 9 or 10 heads is " << cdf(complement(flip, 8)) << endl;</pre>

@@ -170,7 +162,6 @@
 pdfs for each number of heads
 

-

<pre class="programlisting">cout << "Probability of between 4 and 6 heads (4 or 5 or 6) is "
 // P(X == 4) + P(X == 5) + P(X == 6)
@@ -181,7 +172,6 @@
 But this is probably less efficient than using the cdf
 

-

<pre class="programlisting">cout << "Probability of between 4 and 6 heads (4 or 5 or 6) is "
 // P(X <= 6) - P(X <= 3) == P(X < 4)
@@ -192,7 +182,6 @@
 Certainly for a bigger range like, 3 to 7
 

-

<pre class="programlisting">cout << "Probability of between 3 and 7 heads (3, 4, 5, 6 or 7) is "
 // P(X <= 7) - P(X <= 2) == P(X < 3)
@@ -205,7 +194,6 @@
 and at least a number of heads.
 

-

<pre class="programlisting">// Print a table of probability for the exactly a number of heads.
cout << "Probability of getting exactly (==) heads" << endl;
@@ -234,7 +222,6 @@
 The last (0 to 10 heads) must, of course, be 100% probability.
 

-

<pre class="programlisting">}
catch(const std::exception& e)
@@ -253,7 +240,6 @@
 as to the cause of the problem.
 

-

<pre class="programlisting"> std::cout <<
 "\n""Message from thrown exception was:\n " << e.what() << std::endl;

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binomial_quiz_example.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binomial_quiz_example.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/binom_eg/binomial_quiz_example.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -44,7 +44,6 @@
 (and some std input/output, of course).
 

-

<pre class="programlisting">#include <boost/math/distributions/binomial.hpp>
 using boost::math::binomial;
@@ -67,7 +66,6 @@
 fraction probability p. So we construct a binomial distribution:
 

-

<pre class="programlisting">int questions = 16; // All the questions in the quiz.
int answers = 4; // Possible answers to each question.
@@ -79,7 +77,6 @@
 and display the distribution parameters we used thus:
 

-

<pre class="programlisting">cout << "In a quiz with " << quiz.trials()
 << " questions and with a probability of guessing right of "
@@ -91,7 +88,6 @@
 Show a few probabilities of just guessing:
 

-

<pre class="programlisting">cout << "Probability of getting none right is " << pdf(quiz, 0) << endl; // 0.010023
cout << "Probability of getting exactly one right is " << pdf(quiz, 1) << endl;
@@ -116,7 +112,6 @@
 We can tabulate the 'getting exactly right' ( == ) probabilities thus:
 

-

<pre class="programlisting">cout << "\n" "Guessed Probability" << right << endl;
for (int successes = 0; successes <= questions; successes++)
@@ -150,7 +145,6 @@
 Then we can add the probabilities of some 'exactly right' like this:
 

-

<pre class="programlisting">cout << "Probability of getting none or one right is " << pdf(quiz, 0) + pdf(quiz, 1) << endl;</pre>

@@ -163,7 +157,6 @@
 (cdf) instead:
 

-

<pre class="programlisting">cout << "Probability of getting none or one right is " << cdf(quiz, 1) << endl;</pre>

@@ -175,7 +168,6 @@
 to 10 right ( <= )
 

-

<pre class="programlisting">cout << "Probability of getting <= 10 right (to fail) is " << cdf(quiz, 10) << endl;</pre>

@@ -184,14 +176,13 @@
</pre>

 To get the probability of getting 11 or more right (to pass), it is
- tempting to use
+ tempting to use

<pre class="programlisting">1 - cdf(quiz, 10)</pre>

 to get the probability of > 10
 

-

<pre class="programlisting">cout << "Probability of getting > 10 right (to pass) is " << 1 - cdf(quiz, 10) << endl;</pre>

@@ -203,7 +194,6 @@
 <a class="link" href="../../overview/complements.html#why_complements">Why complements?</a>
 

-

<pre class="programlisting">cout << "Probability of getting > 10 right (to pass) is " << cdf(complement(quiz, 10)) << endl;</pre>

@@ -214,7 +204,6 @@
 And we can check that these two, <= 10 and > 10, add up to unity.
 

-

<pre class="programlisting">BOOST_ASSERT((cdf(quiz, 10) + cdf(complement(quiz, 10))) == 1.);</pre>

@@ -224,7 +213,6 @@
 we must subtract one from the score.
 

-

<pre class="programlisting">cout << "Probability of getting less than " << pass_score
 << " (< " << pass_score << ") answers right by guessing is "
@@ -241,7 +229,6 @@
 would be one possible outcome counted twice!
 

-

<pre class="programlisting">cout << "Probability of getting at least " << pass_score
 << "(>= " << pass_score << ") answers right by guessing is "
@@ -257,7 +244,6 @@
 Finally we can tabulate some probabilities:
 

-

<pre class="programlisting">cout << "\n" "At most (<=)""\n""Guessed OK Probability" << right << endl;
for (int score = 0; score <= questions; score++)
@@ -289,7 +275,6 @@
16 1
</pre>

-

<pre class="programlisting">cout << "\n" "At least (>)""\n""Guessed OK Probability" << right << endl;
for (int score = 0; score <= questions; score++)
@@ -328,7 +313,6 @@
 by adding the exact probabilities of each from low ... high.
 

-

<pre class="programlisting">int low = 3; // Getting at least 3 right.
int high = 5; // Getting as most 5 right.
@@ -349,7 +333,6 @@
 Or, usually better, we can use the difference of cdfs instead:
 

-

<pre class="programlisting">cout << "Probability of getting between " << low << " and " << high << " answers right by guessing is "
 << cdf(quiz, high) - cdf(quiz, low - 1) << endl; // 0.61323</pre>
@@ -361,7 +344,6 @@
 And we can also try a few more combinations of high and low choices:
 

-

<pre class="programlisting">low = 1; high = 6;
cout << "Probability of getting between " << low << " and " << high << " answers right by guessing is "
@@ -378,9 +360,9 @@
Probability of getting between 1 and 8 answers right by guessing is 0.9825
Probability of getting between 4 and 4 answers right by guessing is 0.2252
</pre>
-<a name="math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.using_binomial_distribution_moments"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.using_binomial_distribution_moments-heading"></a>
- <a class="link" href="binomial_quiz_example.html#math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.using_binomial_distribution_moments">Using
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.using_binomial_distribution_moments"></a><a class="link" href="binomial_quiz_example.html#math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.using_binomial_distribution_moments">Using
 Binomial distribution moments</a>
 </h5>

@@ -388,7 +370,6 @@
 of results from guessing.
 

-

<pre class="programlisting">cout << "By guessing, on average, one can expect to get " << mean(quiz) << " correct answers." << endl;
cout << "Standard deviation is " << standard_deviation(quiz) << endl;
@@ -405,16 +386,15 @@
Mode (the most frequent) is 4
Skewness is 0.2887
</pre>
-<a name="math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.quantiles"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.quantiles-heading"></a>
- <a class="link" href="binomial_quiz_example.html#math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.quantiles">Quantiles</a>
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.h1"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.quantiles"></a><a class="link" href="binomial_quiz_example.html#math_toolkit.dist.stat_tut.weg.binom_eg.binomial_quiz_example.quantiles">Quantiles</a>
 </h5>

 The quantiles (percentiles or percentage points) for a few probability
 levels:
 

-

<pre class="programlisting">cout << "Quartiles " << quantile(quiz, 0.25) << " to "
 << quantile(complement(quiz, 0.25)) << endl; // Quartiles
@@ -472,7 +452,6 @@
 real (here avoiding any 'using namespaces ...' statements):
 

-

<pre class="programlisting">using boost::math::policies::policy;
using boost::math::policies::discrete_quantile;
@@ -482,17 +461,16 @@

 

- Add a custom binomial distribution called
+ Add a custom binomial distribution called

<pre class="programlisting">real_quantile_binomial</pre>

- that uses
+ that uses

<pre class="programlisting">real_quantile_policy</pre>

 

-

<pre class="programlisting">using boost::math::binomial_distribution;
typedef binomial_distribution<double, real_quantile_policy> real_quantile_binomial;</pre>
@@ -502,7 +480,6 @@
 Construct an object of this custom distribution:
 

-

<pre class="programlisting">real_quantile_binomial quiz_real(questions, success_fraction);</pre>

@@ -512,7 +489,6 @@
 integer values.
 

-

<pre class="programlisting">cout << "Quartiles " << quantile(quiz, 0.25) << " to "
 << quantile(complement(quiz_real, 0.25)) << endl; // Quartiles 2 to 4.6212

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/cs_eg/chi_sq_intervals.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/cs_eg/chi_sq_intervals.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/cs_eg/chi_sq_intervals.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -138,9 +138,9 @@
 So at the 95% confidence level we conclude that the standard deviation
 is between 0.00551 and 0.00729.
 
-<a name="math_toolkit.dist.stat_tut.weg.cs_eg.chi_sq_intervals.confidence_intervals_as_a_function_of_the_number_of_observations"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.cs_eg.chi_sq_intervals.confidence_intervals_as_a_function_of_the_number_of_observations-heading"></a>
- <a class="link" href="chi_sq_intervals.html#math_toolkit.dist.stat_tut.weg.cs_eg.chi_sq_intervals.confidence_intervals_as_a_function_of_the_number_of_observations">Confidence
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.cs_eg.chi_sq_intervals.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.cs_eg.chi_sq_intervals.confidence_intervals_as_a_function_of_the_number_of_observations"></a><a class="link" href="chi_sq_intervals.html#math_toolkit.dist.stat_tut.weg.cs_eg.chi_sq_intervals.confidence_intervals_as_a_function_of_the_number_of_observations">Confidence
 intervals as a function of the number of observations</a>
 </h5>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/dist_construct_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/dist_construct_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/dist_construct_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -45,7 +45,6 @@
 (and the binomial, beta and gamma too).
 

-

<pre class="programlisting">#include <boost/math/distributions/negative_binomial.hpp> // for negative_binomial_distribution
 using boost::math::negative_binomial_distribution; // default type is double.
@@ -64,7 +63,6 @@
 fraction 0.25, 25% or 1 in 4, is constructed like this:
 

-

<pre class="programlisting">boost::math::negative_binomial_distribution<double> mydist0(8., 0.25);</pre>

@@ -73,7 +71,6 @@
 But this is inconveniently long, so we might be tempted to write
 

-

<pre class="programlisting">using namespace boost::math;</pre>

@@ -83,7 +80,6 @@
 is explicit <code class="computeroutput">using boost::math:: </code> * ... statements like
 

-

<pre class="programlisting">using boost::math::negative_binomial_distribution;</pre>

@@ -97,7 +93,6 @@
 double, so we can also write:
 

-

<pre class="programlisting">negative_binomial_distribution<> mydist9(8., 0.25); // Uses default RealType = double.</pre>

@@ -124,7 +119,6 @@
 So, after a using statement,
 

-

<pre class="programlisting">using boost::math::negative_binomial;</pre>

@@ -133,7 +127,6 @@
 we have a convenient typedef to <code class="computeroutput">negative_binomial_distribution<double></code>:
 

-

<pre class="programlisting">negative_binomial mydist(8., 0.25);</pre>

@@ -142,7 +135,6 @@
 Some more examples using the convenience typedef:
 

-

<pre class="programlisting">negative_binomial mydist10(5., 0.4); // Both arguments double.</pre>

@@ -151,7 +143,6 @@
 And automatic conversion takes place, so you can use integers and floats:
 

-

<pre class="programlisting">negative_binomial mydist11(5, 0.4); // Using provided typedef double, int and double arguments.</pre>

@@ -160,7 +151,6 @@
 This is probably the most common usage.
 

-

<pre class="programlisting">negative_binomial mydist12(5., 0.4F); // Double and float arguments.
negative_binomial mydist13(5, 1); // Both arguments integer.</pre>
@@ -170,7 +160,6 @@
 Similarly for most other distributions like the binomial.
 

-

<pre class="programlisting">binomial mybinomial(1, 0.5); // is more concise than
binomial_distribution<> mybinomd1(1, 0.5);</pre>
@@ -196,7 +185,6 @@
 Instead you should use:
 

-

<pre class="programlisting">using boost::math::beta_distribution;
beta_distribution<> mybetad1(1, 0.5);</pre>
@@ -206,7 +194,6 @@
 or for the gamma distribution:
 

-

<pre class="programlisting">gamma_distribution<> mygammad1(1, 0.5);</pre>

@@ -215,7 +202,6 @@
 We can, of course, still provide the type explicitly thus:
 

-

<pre class="programlisting">// Explicit double precision:
negative_binomial_distribution<double> mydist1(8., 0.25);
@@ -245,9 +231,9 @@
 
<pre class="programlisting">negative_binomial_distribution<MyFPType> mydist6(8, 1); // Integer arguments -> MyFPType.
</pre>
-<a name="math_toolkit.dist.stat_tut.weg.dist_construct_eg.default_arguments_to_distribution_constructors_"></a><h6>
-<a name="math_toolkit.dist.stat_tut.weg.dist_construct_eg.default_arguments_to_distribution_constructors_-heading"></a>
- <a class="link" href="dist_construct_eg.html#math_toolkit.dist.stat_tut.weg.dist_construct_eg.default_arguments_to_distribution_constructors_">Default
+<h6>
+<a name="math_toolkit.dist.stat_tut.weg.dist_construct_eg.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.dist_construct_eg.default_arguments_to_distribution_constructors_"></a><a class="link" href="dist_construct_eg.html#math_toolkit.dist.stat_tut.weg.dist_construct_eg.default_arguments_to_distribution_constructors_">Default
 arguments to distribution constructors.</a>
 </h6>

@@ -271,7 +257,6 @@
 So in this case we can write:
 

-

<pre class="programlisting"> using boost::math::normal;

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/error_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/error_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/error_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -79,7 +79,6 @@
 We'll begin our sample program with the needed includes:
 

-

<pre class="programlisting">// Boost
#include <boost/math/distributions/students_t.hpp>
@@ -103,7 +102,6 @@
 handle either an exception or a NaN:
 

-

<pre class="programlisting">int main()
{

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_location_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_location_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_location_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -32,7 +32,6 @@
 algorithms to find location (and some std output of course).
 

-

<pre class="programlisting">#include <boost/math/distributions/normal.hpp> // for normal_distribution
 using boost::math::normal; // typedef provides default type is double.
@@ -61,7 +60,6 @@
 also the default for this implementation.
 

-

<pre class="programlisting">normal N01; // Default 'standard' normal distribution with zero mean and 
double sd = 1.; // normal default standard deviation is 1.</pre>
@@ -73,14 +71,13 @@
 certain chosen limit (here -2, two standard deviations).
 

-

<pre class="programlisting">double z = -2.; // z to give prob p
double p = 0.001; // only 0.1% below z

cout << "Normal distribution with mean = " << N01.location()
 << ", standard deviation " << N01.scale()
- << ", has " << "fraction <= " << z
+ << ", has " << "fraction <= " << z
 << ", p = " << cdf(N01, z) << endl;
cout << "Normal distribution with mean = " << N01.location()
 << ", standard deviation " << N01.scale()
@@ -95,7 +92,6 @@
 We can now use ''find_location'' to give a new offset mean.
 

-

<pre class="programlisting">double l = find_location<normal>(z, p, sd);
cout << "offset location (mean) = " << l << endl;</pre>
@@ -115,7 +111,6 @@
 a new distribution with the offset mean (but same standard deviation):
 

-

<pre class="programlisting">normal np001pc(l, sd); // Same standard_deviation (scale) but with mean (location) shifted.</pre>

@@ -124,22 +119,21 @@
 And re-calculating the fraction below our chosen limit.
 

-

-<pre class="programlisting">cout << "Normal distribution with mean = " << l
- << " has " << "fraction <= " << z
+<pre class="programlisting">cout << "Normal distribution with mean = " << l
+ << " has " << "fraction <= " << z
 << ", p = " << cdf(np001pc, z) << endl;
- cout << "Normal distribution with mean = " << l
- << " has " << "fraction > " << z
+ cout << "Normal distribution with mean = " << l
+ << " has " << "fraction > " << z
 << ", p = " << cdf(complement(np001pc, z)) << endl;</pre>

 
<pre class="programlisting">Normal distribution with mean = 1.09023 has fraction <= -2, p = 0.001
Normal distribution with mean = 1.09023 has fraction > -2, p = 0.999
</pre>
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_location_eg.controlling_error_handling_from_find_location"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_location_eg.controlling_error_handling_from_find_location-heading"></a>
- <a class="link" href="find_location_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_location_eg.controlling_error_handling_from_find_location">Controlling
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_location_eg.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.find_eg.find_location_eg.controlling_error_handling_from_find_location"></a><a class="link" href="find_location_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_location_eg.controlling_error_handling_from_find_location">Controlling
 Error Handling from find_location</a>
 </h5>

@@ -151,7 +145,6 @@
 Unless we are using the boost::math namespace, we will need:
 

-

<pre class="programlisting">using boost::math::policies::policy;
using boost::math::policies::domain_error;
@@ -163,7 +156,6 @@
 it is not required, as the various examples below show.
 

-

<pre class="programlisting">typedef policy<domain_error<ignore_error> > ignore_domain_policy;
// find_location with new policy, using typedef.
@@ -183,16 +175,15 @@
 use the complement version.
 

-

<pre class="programlisting">z = 2.;
double q = 0.95; // = 1 - p; // complement.
l = find_location<normal>(complement(z, q, sd));

normal np95pc(l, sd); // Same standard_deviation (scale) but with mean(location) shifted
-cout << "Normal distribution with mean = " << l << " has "
+cout << "Normal distribution with mean = " << l << " has "
 << "fraction <= " << z << " = " << cdf(np95pc, z) << endl;
-cout << "Normal distribution with mean = " << l << " has "
+cout << "Normal distribution with mean = " << l << " has "
 << "fraction > " << z << " = " << cdf(complement(np95pc, z)) << endl;
</pre>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_mean_and_sd_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_mean_and_sd_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_mean_and_sd_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -32,7 +32,6 @@
 algorithms to find location and scale (and some std output of course).
 

-

<pre class="programlisting">#include <boost/math/distributions/normal.hpp> // for normal_distribution
 using boost::math::normal; // typedef provides default type is double.
@@ -56,9 +55,9 @@
</pre>

 
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_find_location_and_find_scale_to_meet_dispensing_and_measurement_specifications"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_find_location_and_find_scale_to_meet_dispensing_and_measurement_specifications-heading"></a>
- <a class="link" href="find_mean_and_sd_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_find_location_and_find_scale_to_meet_dispensing_and_measurement_specifications">Using
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_find_location_and_find_scale_to_meet_dispensing_and_measurement_specifications"></a><a class="link" href="find_mean_and_sd_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_find_location_and_find_scale_to_meet_dispensing_and_measurement_specifications">Using
 find_location and find_scale to meet dispensing and measurement specifications</a>
 </h5>

@@ -75,7 +74,6 @@
 We start by constructing a normal distribution with the given parameters:
 

-

<pre class="programlisting">double mean = 3.; // kg
double standard_deviation = 0.1; // kg
@@ -87,7 +85,6 @@
 3.1 kg.
 

-

<pre class="programlisting">double max_weight = 3.1; // kg
cout << "Percentage of packs > " << max_weight << " is "
@@ -104,7 +101,6 @@
 fail to meet the specification of 2.9 kg.
 

-

<pre class="programlisting">double minimum_weight = 2.9;
cout <<"Fraction of packs <= " << minimum_weight << " with a mean of " << mean
@@ -126,7 +122,6 @@
 'xpacks' with a safety margin mean of 3.06449 thus:
 

-

<pre class="programlisting">double over_mean = 3.06449;
normal xpacks(over_mean, standard_deviation);
@@ -141,7 +136,6 @@
 thus:
 

-

<pre class="programlisting">double under_fraction = 0.05; // so 95% are above the minimum weight mean - sd = 2.9
double low_limit = standard_deviation;
@@ -163,7 +157,6 @@
 To use this we will need to
 

-

<pre class="programlisting">#include <boost/math/distributions/find_location.hpp>
 using boost::math::find_location;</pre>
@@ -174,7 +167,6 @@
 a new normal distribution called 'goodpacks'.
 

-

<pre class="programlisting">double safe_mean = find_location<normal>(minimum_weight, under_fraction, standard_deviation);
normal good_packs(safe_mean, standard_deviation);</pre>
@@ -184,7 +176,6 @@
 with the same confirmation as before:
 

-

<pre class="programlisting">cout << "Setting the packer to " << nominal_mean << " will mean that "
 << "fraction of packs >= " << minimum_weight
@@ -192,9 +183,9 @@
// Setting the packer to 3.06449 will mean that fraction of packs >= 2.9 is 0.95</pre>

 
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_cauchy_lorentz_instead_of_normal_distribution"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_cauchy_lorentz_instead_of_normal_distribution-heading"></a>
- <a class="link" href="find_mean_and_sd_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_cauchy_lorentz_instead_of_normal_distribution">Using
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.h1"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_cauchy_lorentz_instead_of_normal_distribution"></a><a class="link" href="find_mean_and_sd_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.using_cauchy_lorentz_instead_of_normal_distribution">Using
 Cauchy-Lorentz instead of normal distribution</a>
 </h5>

@@ -217,7 +208,6 @@
 and estimate the fraction that lie below our minimum weight specification.
 

-

<pre class="programlisting">cauchy cpacks(mean, standard_deviation);
cout << "Cauchy Setting the packer to " << mean << " will mean that "
@@ -232,7 +222,6 @@
 as template parameter, in place of the normal used above.
 

-

<pre class="programlisting">double lc = find_location<cauchy>(minimum_weight, under_fraction, standard_deviation);
cout << "find_location<cauchy>(minimum_weight, over fraction, standard_deviation); " << lc << endl;
@@ -247,7 +236,6 @@
 And again confirm that the fraction meeting specification is as expected.
 

-

<pre class="programlisting">cauchy goodcpacks(lc, standard_deviation);
cout << "Cauchy Setting the packer to " << lc << " will mean that "
@@ -261,7 +249,6 @@
 that 99% of packs met the specification.
 

-

<pre class="programlisting">cout << "Cauchy Setting the packer to "
 << find_location<cauchy>(minimum_weight, 0.99, standard_deviation)
@@ -304,9 +291,9 @@
 Intervals on the standard deviation</a> for a worked example chi_square_std_dev_test.cpp
 of estimating these intervals.
 
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.changing_the_scale_or_standard_deviation"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.changing_the_scale_or_standard_deviation-heading"></a>
- <a class="link" href="find_mean_and_sd_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.changing_the_scale_or_standard_deviation">Changing
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.h2"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.changing_the_scale_or_standard_deviation"></a><a class="link" href="find_mean_and_sd_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_mean_and_sd_eg.changing_the_scale_or_standard_deviation">Changing
 the scale or standard deviation</a>
 </h5>

@@ -323,7 +310,6 @@
 under_weight limit, 2.9
 

-

<pre class="programlisting">double p = 0.05; // wanted p th quantile.
cout << "Quantile of " << p << " = " << quantile(packs, p)
@@ -343,7 +329,6 @@
 standard deviation of 0.05 kg.
 

-

<pre class="programlisting">normal pack05(mean, 0.05);
cout << "Quantile of " << p << " = " << quantile(pack05, p)
@@ -363,7 +348,6 @@
 to 0.06 kg, constructing another new distribution called pack06.
 

-

<pre class="programlisting">normal pack06(mean, 0.06);
cout << "Quantile of " << p << " = " << quantile(pack06, p)
@@ -402,7 +386,6 @@
 Rearranging, we can directly calculate the required standard deviation:
 

-

<pre class="programlisting">normal N01; // standard normal distribution with meamn zero and unit standard deviation.
p = 0.05;
@@ -419,7 +402,6 @@
 packer, and check that our distribution will meet the specification.
 

-

<pre class="programlisting">normal pack95(mean, sd95);
cout <<"Fraction of packs >= " << minimum_weight << " with a mean of " << mean
@@ -433,7 +415,6 @@
 shown below, giving the same standard deviation.
 

-

<pre class="programlisting">double ss = find_scale<normal>(minimum_weight, under_fraction, packs.mean());
cout << "find_scale<normal>(minimum_weight, under_fraction, packs.mean()); " << ss << endl;
@@ -444,7 +425,6 @@
 If we had defined an over_fraction, or percentage that must pass specification
 

-

<pre class="programlisting">double over_fraction = 0.95;</pre>

@@ -467,7 +447,6 @@
 not over_fraction, thus:
 

-

<pre class="programlisting">double ss1o = find_scale<normal>(minimum_weight, 1 - over_fraction, packs.mean());
cout << "find_scale<normal>(minimum_weight, under_fraction, packs.mean()); " << ss1o << endl;
@@ -481,7 +460,6 @@
 giving the most accurate result.
 

-

<pre class="programlisting">double ssc = find_scale<normal>(complement(minimum_weight, over_fraction, packs.mean()));
cout << "find_scale<normal>(complement(minimum_weight, over_fraction, packs.mean())); " << ssc << endl;
@@ -495,7 +473,6 @@
 We can again confirm our prediction thus:
 

-

<pre class="programlisting">normal pack95c(mean, ssc);
cout <<"Fraction of packs >= " << minimum_weight << " with a mean of " << mean

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_scale_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_scale_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/find_eg/find_scale_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -33,12 +33,11 @@
 of course).
 

-

<pre class="programlisting">#include <boost/math/distributions/normal.hpp> // for normal_distribution
 using boost::math::normal; // typedef provides default type is double.
#include <boost/math/distributions/find_scale.hpp>
- using boost::math::find_scale;
+ using boost::math::find_scale;
 using boost::math::complement; // Needed if you want to use the complement version.
 using boost::math::policies::policy; // Needed to specify the error handling policy.

@@ -58,7 +57,6 @@
 constructor.
 

-

<pre class="programlisting">normal N01; // Default 'standard' normal distribution with zero mean
double sd = 1.; // and standard deviation is 1.</pre>
@@ -70,14 +68,13 @@
 certain chosen limit (here -2. standard deviations).
 

-

<pre class="programlisting">double z = -2.; // z to give prob p
double p = 0.001; // only 0.1% below z = -2

cout << "Normal distribution with mean = " << N01.location() // aka N01.mean()
 << ", standard deviation " << N01.scale() // aka N01.standard_deviation()
- << ", has " << "fraction <= " << z
+ << ", has " << "fraction <= " << z
 << ", p = " << cdf(N01, z) << endl;
cout << "Normal distribution with mean = " << N01.location()
 << ", standard deviation " << N01.scale()
@@ -94,7 +91,6 @@
 a new standard deviation.
 

-

<pre class="programlisting">double l = N01.location();
double s = find_scale<normal>(z, p, l);
@@ -114,7 +110,6 @@
 a new distribution with the new standard deviation (but same zero mean):
 

-

<pre class="programlisting">normal np001pc(N01.location(), s);</pre>

@@ -123,22 +118,21 @@
 And re-calculating the fraction below (and above) our chosen limit.
 

-

-<pre class="programlisting">cout << "Normal distribution with mean = " << l
- << " has " << "fraction <= " << z
+<pre class="programlisting">cout << "Normal distribution with mean = " << l
+ << " has " << "fraction <= " << z
 << ", p = " << cdf(np001pc, z) << endl;
-cout << "Normal distribution with mean = " << l
- << " has " << "fraction > " << z
+cout << "Normal distribution with mean = " << l
+ << " has " << "fraction > " << z
 << ", p = " << cdf(complement(np001pc, z)) << endl;</pre>

 
<pre class="programlisting">Normal distribution with mean = 0 has fraction <= -2, p = 0.001
Normal distribution with mean = 0 has fraction > -2, p = 0.999
</pre>
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_scale_eg.controlling_how_errors_from_find_scale_are_handled"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_scale_eg.controlling_how_errors_from_find_scale_are_handled-heading"></a>
- <a class="link" href="find_scale_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_scale_eg.controlling_how_errors_from_find_scale_are_handled">Controlling
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.find_eg.find_scale_eg.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.find_eg.find_scale_eg.controlling_how_errors_from_find_scale_are_handled"></a><a class="link" href="find_scale_eg.html#math_toolkit.dist.stat_tut.weg.find_eg.find_scale_eg.controlling_how_errors_from_find_scale_are_handled">Controlling
 how Errors from find_scale are handled</a>
 </h5>

@@ -150,7 +144,6 @@
 Unless we are using the boost::math namespace, we will need:
 

-

<pre class="programlisting">using boost::math::policies::policy;
using boost::math::policies::domain_error;
@@ -162,7 +155,6 @@
 it is not required, as the various examples below show.
 

-

<pre class="programlisting">typedef policy<domain_error<ignore_error> > ignore_domain_policy;
// find_scale with new policy, using typedef.
@@ -184,16 +176,15 @@
 use the <a class="link" href="../../overview/complements.html#complements">complements</a> version.
 

-

<pre class="programlisting">z = -2.;
double q = 0.999; // = 1 - p; // complement of 0.001.
sd = find_scale<normal>(complement(z, q, l));

normal np95pc(l, sd); // Same standard_deviation (scale) but with mean(scale) shifted
-cout << "Normal distribution with mean = " << l << " has "
+cout << "Normal distribution with mean = " << l << " has "
 << "fraction <= " << z << " = " << cdf(np95pc, z) << endl;
-cout << "Normal distribution with mean = " << l << " has "
+cout << "Normal distribution with mean = " << l << " has "
 << "fraction > " << z << " = " << cdf(complement(np95pc, z)) << endl;</pre>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/geometric_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/geometric_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/geometric_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -35,7 +35,6 @@
 a discrete_quantile policy of real, rather than the default policy integer_round_outwards.
 

-

<pre class="programlisting">#define BOOST_MATH_OVERFLOW_ERROR_POLICY ignore_error
#define BOOST_MATH_DISCRETE_QUANTILE_POLICY real</pre>
@@ -56,7 +55,6 @@
 binomial distribution, and we need some std library iostream, of course.
 

-

<pre class="programlisting">#include <boost/math/distributions/geometric.hpp>
 // for geometric_distribution
@@ -78,7 +76,7 @@
 using std::cout; using std::endl;
 using std::noshowpoint; using std::fixed; using std::right; using std::left;
#include <iomanip>
- using std::setprecision; using std::setw;
+ using std::setprecision; using std::setw;

#include <limits>
 using std::numeric_limits;
@@ -93,9 +91,9 @@
 Simple try'n'catch blocks (see below) will ensure that you get a helpful
 error message instead of an abrupt (and silent) program abort.
 
-<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.throwing_a_dice"></a><h6>
-<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.throwing_a_dice-heading"></a>
- <a class="link" href="geometric_eg.html#math_toolkit.dist.stat_tut.weg.geometric_eg.throwing_a_dice">Throwing
+<h6>
+<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.geometric_eg.throwing_a_dice"></a><a class="link" href="geometric_eg.html#math_toolkit.dist.stat_tut.weg.geometric_eg.throwing_a_dice">Throwing
 a dice</a>
 </h6>

@@ -109,7 +107,6 @@
 Suppose an 'fair' 6-face dice is thrown repeatedly:
 

-

<pre class="programlisting">double success_fraction = 1./6; // success_fraction (p) = 0.1666
// (so failure_fraction is 1 - success_fraction = 5./6 = 1- 0.1666 = 0.8333)</pre>
@@ -128,7 +125,6 @@
 one parameter success_fraction, the probability of success.
 

-

<pre class="programlisting">geometric g6(success_fraction); // type double by default.</pre>

@@ -137,7 +133,6 @@
 To confirm, we can echo the success_fraction parameter of the distribution.
 

-

<pre class="programlisting">cout << "success fraction of a six-sided dice is " << g6.success_fraction() << endl;</pre>

@@ -147,7 +142,6 @@
 is
 

-

<pre class="programlisting">cout << pdf(g6, 0) << endl; // 0.1667
cout << cdf(g6, 0) << endl; // 0.1667</pre>
@@ -159,7 +153,6 @@
 on the 2nd throw:
 

-

<pre class="programlisting">cout << pdf(g6, 1) << endl; // 0.1389</pre>

@@ -169,7 +162,6 @@
 on the 1st or 2nd throw (allowing one failure):
 

-

<pre class="programlisting">cout << "pdf(g6, 0) + pdf(g6, 1) = " << pdf(g6, 0) + pdf(g6, 1) << endl;</pre>

@@ -179,7 +171,6 @@
 Function CDF.
 

-

<pre class="programlisting">cout << "cdf(g6, 1) = " << cdf(g6, 1) << endl; // 0.3056</pre>

@@ -189,7 +180,6 @@
 gets very high:
 

-

<pre class="programlisting">cout << "cdf(g6, 12) = " << cdf(g6, 12) << endl; // 0.9065 or 90% probability.</pre>

@@ -199,7 +189,6 @@
 of throws to be this sure using the inverse or quantile.
 

-

<pre class="programlisting">cout << "quantile(g6, 0.99) = " << quantile(g6, 0.99) << endl; // 24.26</pre>

@@ -218,7 +207,6 @@
 be faster, and may be more accurate.
 

-

<pre class="programlisting">negative_binomial nb(1, success_fraction);
cout << pdf(nb, 1) << endl; // 0.1389
@@ -230,7 +218,6 @@
 - 0.99 = 0.01 (and get the same result):
 

-

<pre class="programlisting">cout << "quantile(complement(g6, 1 - p)) " << quantile(complement(g6, 0.01)) << endl; // 24.26</pre>

@@ -250,19 +237,18 @@
 So in Boost.Math the equivalent is
 

-

<pre class="programlisting"> geometric g05(0.5); // Probability of success = 0.5 or 50%
 // Output all potentially significant digits for the type, here double.

#ifdef BOOST_NO_NUMERIC_LIMITS_LOWEST
 int max_digits10 = 2 + (boost::math::policies::digits<double, boost::math::policies::policy<> >() * 30103UL) / 100000UL;
- cout << "BOOST_NO_NUMERIC_LIMITS_LOWEST is defined" << endl;
-#else
+ cout << "BOOST_NO_NUMERIC_LIMITS_LOWEST is defined" << endl;
+#else
 int max_digits10 = std::numeric_limits<double>::max_digits10;
#endif
 cout << "Show all potentially significant decimal digits std::numeric_limits<double>::max_digits10 = "
- << max_digits10 << endl;
+ << max_digits10 << endl;
 cout.precision(max_digits10); // 

 cout << cdf(g05, 0.0001) << endl; // returns 0.5000346561579232, not exact 0.5.</pre>
@@ -273,7 +259,6 @@
 the <code class="computeroutput">floor</code> function.
 

-

<pre class="programlisting">cout << cdf(g05, floor(0.0001)) << endl; // returns exactly 0.5</pre>

@@ -287,9 +272,9 @@
 next integer above. This may be convenient in practice, and could be
 replicated in C++ if desired.
 
-<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.surveying_customers_to_find_one_with_a_faulty_product"></a><h6>
-<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.surveying_customers_to_find_one_with_a_faulty_product-heading"></a>
- <a class="link" href="geometric_eg.html#math_toolkit.dist.stat_tut.weg.geometric_eg.surveying_customers_to_find_one_with_a_faulty_product">Surveying
+<h6>
+<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.h1"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.geometric_eg.surveying_customers_to_find_one_with_a_faulty_product"></a><a class="link" href="geometric_eg.html#math_toolkit.dist.stat_tut.weg.geometric_eg.surveying_customers_to_find_one_with_a_faulty_product">Surveying
 customers to find one with a faulty product</a>
 </h6>

@@ -312,29 +297,28 @@
 a fault obviously improves.)
 

-

<pre class="programlisting">cout.precision(5);
geometric g(0.02); // On average, 2 in 100 products are faulty.
double c = 0.95; // 95% confidence.
cout << " quantile(g, " << c << ") = " << quantile(g, c) << endl;

-cout << "To be " << c * 100
+cout << "To be " << c * 100
 << "% confident of finding we customer with a fault, need to survey "
 << ceil(quantile(g, c)) << " customers." << endl; // 148
c = 0.99; // Very confident.
-cout << "To be " << c * 100
+cout << "To be " << c * 100
 << "% confident of finding we customer with a fault, need to survey "
 << ceil(quantile(g, c)) << " customers." << endl; // 227
c = 0.80; // Only reasonably confident.
-cout << "To be " << c * 100
+cout << "To be " << c * 100
 << "% confident of finding we customer with a fault, need to survey "
 << ceil(quantile(g, c)) << " customers." << endl; // 79</pre>

 
-<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.basket_ball_shooters"></a><h6>
-<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.basket_ball_shooters-heading"></a>
- <a class="link" href="geometric_eg.html#math_toolkit.dist.stat_tut.weg.geometric_eg.basket_ball_shooters">Basket
+<h6>
+<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.h2"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.geometric_eg.basket_ball_shooters"></a><a class="link" href="geometric_eg.html#math_toolkit.dist.stat_tut.weg.geometric_eg.basket_ball_shooters">Basket
 Ball Shooters</a>
 </h6>

@@ -346,7 +330,6 @@
 a geometric distribution with success_fraction parameter 75/100 = 0.75.
 

-

<pre class="programlisting">cout.precision(2);
geometric gav(0.75); // Shooter averages 7.5 out of 10 in the basket.</pre>
@@ -357,7 +340,6 @@
 failures?
 

-

<pre class="programlisting">cout << "Probability of score on 1st try = " << pdf(gav, 0) << endl; // 0.75</pre>

@@ -368,7 +350,6 @@
 are 5-1 = 4 failures before the first success.
 

-

<pre class="programlisting">cout << "Probability of score on 5th try = " << pdf(gav, 4) << endl; // 0.0029</pre>

@@ -380,7 +361,6 @@
 values:
 

-

<pre class="programlisting">geometric gbest(0.95);
cout << "Probability of score on 5th try = " << pdf(gbest, 4) << endl; // 5.9e-6
@@ -392,9 +372,9 @@
 So we can see the very much smaller chance (0.000006) of 4 failures by
 the best shooters, compared to the 0.03 of the mediocre.
 
-<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.estimating_failures"></a><h6>
-<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.estimating_failures-heading"></a>
- <a class="link" href="geometric_eg.html#math_toolkit.dist.stat_tut.weg.geometric_eg.estimating_failures">Estimating
+<h6>
+<a name="math_toolkit.dist.stat_tut.weg.geometric_eg.h3"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.geometric_eg.estimating_failures"></a><a class="link" href="geometric_eg.html#math_toolkit.dist.stat_tut.weg.geometric_eg.estimating_failures">Estimating
 failures</a>
 </h6>

@@ -419,13 +399,12 @@
 must divide alpha by two.
 

-

<pre class="programlisting">double alpha = 0.05;
double k = 100; // So frequency of occurence is 1/100.
cout << "Probability is failure is " << 1/k << endl;
double t = geometric::find_lower_bound_on_p(k, alpha/2);
-cout << "geometric::find_lower_bound_on_p(" << int(k) << ", " << alpha/2 << ") = "
+cout << "geometric::find_lower_bound_on_p(" << int(k) << ", " << alpha/2 << ") = "
 << t << endl; // 0.00025
t = geometric::find_upper_bound_on_p(k, alpha/2);
cout << "geometric::find_upper_bound_on_p(" << int(k) << ", " << alpha/2 << ") = "
@@ -439,7 +418,6 @@
 they widen to 0.00005 to 0.05.
 

-

<pre class="programlisting">alpha = 0.1; // 90% confidence.
t = geometric::find_lower_bound_on_p(k, alpha/2);
@@ -468,7 +446,6 @@
 hope not to use it!
 

-

<pre class="programlisting">}
catch(const std::exception& e)
@@ -478,7 +455,7 @@

 

- For example, without a ignore domain error policy, if we asked for
+ For example, without a ignore domain error policy, if we asked for

<pre class="programlisting">pdf(g, -1)</pre>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/inverse_chi_squared_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/inverse_chi_squared_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/inverse_chi_squared_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -95,9 +95,9 @@
 in a Bayesian analysis with data on a specific single machine to derive
 a posterior distribution for that machine.
 
-<a name="math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_one__using_the_survey_information_"></a><h6>
-<a name="math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_one__using_the_survey_information_-heading"></a>
- <a class="link" href="inverse_chi_squared_eg.html#math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_one__using_the_survey_information_">Step
+<h6>
+<a name="math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_one__using_the_survey_information_"></a><a class="link" href="inverse_chi_squared_eg.html#math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_one__using_the_survey_information_">Step
 one: Using the survey information.</a>
 </h6>

@@ -118,10 +118,9 @@
 list out a few quantiles:
 

-

<pre class="programlisting">double priorDF = 20.0;
-double priorScale = 25.0;
+double priorScale = 25.0;

inverse_chi_squared prior(priorDF, priorScale);
// Using an inverse_gamma distribution instead, we could equivalently write
@@ -152,11 +151,10 @@
 and find a probability of about 0.031 (3.1%) for each case.
 

-

<pre class="programlisting">cout << " probability variance <= 15: " << boost::math::cdf(prior, 15.0) << endl;
cout << " probability variance <= 25: " << boost::math::cdf(prior, 25.0) << endl;
-cout << " probability variance > 50: "
+cout << " probability variance > 50: "
 << boost::math::cdf(boost::math::complement(prior, 50.0))
<< endl << endl;
</pre>
@@ -185,9 +183,9 @@
 interpretationally a strict must-not) in the frequentist
 world.
 
-<a name="math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_2__investigate_a_single_machine"></a><h6>
-<a name="math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_2__investigate_a_single_machine-heading"></a>
- <a class="link" href="inverse_chi_squared_eg.html#math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_2__investigate_a_single_machine">Step
+<h6>
+<a name="math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.h1"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_2__investigate_a_single_machine"></a><a class="link" href="inverse_chi_squared_eg.html#math_toolkit.dist.stat_tut.weg.inverse_chi_squared_eg.step_2__investigate_a_single_machine">Step
 2: Investigate a single machine</a>
 </h6>

@@ -233,7 +231,6 @@
 with degrees-of-freedom (νposterior) = 120 and scale (sposterior) = 49.54.
 

-

<pre class="programlisting">int ballsSampleSize = 100;
cout <<"balls sample size: " << ballsSampleSize << endl;
@@ -244,7 +241,7 @@
cout << "prior degrees-of-freedom: " << priorDF << endl;
cout << "posterior degrees-of-freedom: " << posteriorDF << endl;

-double posteriorScale =
+double posteriorScale =
 (priorDF * priorScale + (ballsSampleVariance * (ballsSampleSize - 1))) / posteriorDF;
cout << "prior scale: " << priorScale << endl;
cout << "posterior scale: " << posteriorScale << endl;</pre>
@@ -275,7 +272,6 @@
 <img src="../../../../../graphs/prior_posterior_plot.png" align="middle">
 

-

<pre class="programlisting">inverse_chi_squared posterior(posteriorDF, posteriorScale);

@@ -286,7 +282,7 @@

 cout << " probability variance <= 15: " << boost::math::cdf(posterior, 15.0) << endl;
 cout << " probability variance <= 25: " << boost::math::cdf(posterior, 25.0) << endl;
- cout << " probability variance > 50: "
+ cout << " probability variance > 50: "
 << boost::math::cdf(boost::math::complement(posterior, 50.0)) << endl;

</pre>
@@ -296,11 +292,11 @@
 This produces this output:
 
<pre class="programlisting">Posterior distribution:
-
+
 2.5% quantile: 39.1
 50% quantile: 49.8
 97.5% quantile: 64.9
-
+
 probability variance <= 15: 2.97e-031
 probability variance <= 25: 8.85e-010
 probability variance > 50: 0.489
@@ -325,18 +321,18 @@

 A full sample output is:
 
-<pre class="programlisting">Inverse_chi_squared_distribution Bayes example:
-
+<pre class="programlisting">Inverse_chi_squared_distribution Bayes example:
+
 Prior distribution:
-
+
 2.5% quantile: 14.6
 50% quantile: 25.9
 97.5% quantile: 52.1
-
+
 probability variance <= 15: 0.031
 probability variance <= 25: 0.458
 probability variance > 50: 0.0318
-
+
 balls sample size: 100
 balls sample variance: 55
 prior degrees-of-freedom: 20
@@ -344,11 +340,11 @@
 prior scale: 25
 posterior scale: 49.5
 Posterior distribution:
-
+
 2.5% quantile: 39.1
 50% quantile: 49.8
 97.5% quantile: 64.9
-
+
 probability variance <= 15: 2.97e-031
 probability variance <= 25: 8.85e-010
 probability variance > 50: 0.489

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/nccs_eg/nccs_power_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/nccs_eg/nccs_power_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/nccs_eg/nccs_power_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -40,7 +40,6 @@
 (and some basic std output of course).
 

-

<pre class="programlisting">#include <boost/math/distributions/non_central_chi_squared.hpp>
using boost::math::chi_squared;
@@ -59,7 +58,6 @@
 start with a table header:
 

-

<pre class="programlisting">cout << "[table\n[[[nu]]";
for(int lam = 2; lam <= 20; lam += 2)
@@ -77,7 +75,6 @@
 each table cell:
 

-

<pre class="programlisting">for(int n = 2; n <= 20; ++n)
{
@@ -90,7 +87,6 @@
 Calculate the χ2 statistic for a 5% significance:
 

-

<pre class="programlisting">double cs = quantile(complement(chi_squared(n), 0.05));</pre>

@@ -100,7 +96,6 @@
 non-central χ2 distribution:
 

-

<pre class="programlisting">double beta = cdf(complement(non_central_chi_squared(n, lam), cs));</pre>

@@ -109,7 +104,6 @@
 Then output the cell value:
 

-

<pre class="programlisting"> cout << "[" << setprecision(3) << beta << "]";
 }

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/neg_binom_conf.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/neg_binom_conf.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/neg_binom_conf.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -59,7 +59,6 @@
 (and some basic std output of course).
 

-

<pre class="programlisting">#include <boost/math/distributions/negative_binomial.hpp>
using boost::math::negative_binomial;
@@ -76,7 +75,6 @@
 that the true occurrence frequency lies outside the calculated interval:
 

-

<pre class="programlisting">double alpha[] = { 0.5, 0.25, 0.1, 0.05, 0.01, 0.001, 0.0001, 0.00001 };</pre>

@@ -91,7 +89,6 @@
 observed frequency of occurrence that follows a negative binomial distribution.
 

-

<pre class="programlisting">void confidence_limits_on_frequency(unsigned trials, unsigned successes)
{
@@ -131,7 +128,6 @@
 two.
 

-

<pre class="programlisting"> // Now print out the upper and lower limits for the alpha table values.
 for(unsigned i = 0; i < sizeof(alpha)/sizeof(alpha[0]); ++i)
@@ -154,7 +150,6 @@
 of trials, but always the same success fraction 0.1, or 1 in 10.
 

-

<pre class="programlisting">int main()
{

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/neg_binom_size_eg.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/neg_binom_size_eg.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/neg_binom_size_eg.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -47,7 +47,6 @@
 sizes (number of trials) for various probability thresholds:
 

-

<pre class="programlisting">void find_number_of_trials(double failures, double p);</pre>

@@ -58,7 +57,6 @@
 will be observed.
 

-

<pre class="programlisting">double alpha[] = { 0.5, 0.25, 0.1, 0.05, 0.01, 0.001, 0.0001, 0.00001 };</pre>

@@ -81,9 +79,8 @@
 rounds this up to ensure we have an integral minimum number of trials.
 

-

-<pre class="programlisting">
+<pre class="programlisting">
void find_number_of_trials(double failures, double p)
{
 // trials = number of trials
@@ -118,7 +115,6 @@
 confidence levels:
 

-

<pre class="programlisting">int main()
{
@@ -148,7 +144,7 @@
 number of trials permitted to observe less than a certain number
 of failures then we would have taken the floor
 instead. We would also have called <code class="computeroutput">find_minimum_number_of_trials</code>
- like this:
+ like this:

<pre class="programlisting">floor(negative_binomial::find_minimum_number_of_trials(failures, p, alpha[i]))
</pre>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example1.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example1.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example1.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -71,7 +71,6 @@
 policy of real, rather than the default policy integer_round_outwards.
 

-

<pre class="programlisting">#define BOOST_MATH_OVERFLOW_ERROR_POLICY ignore_error
#define BOOST_MATH_DISCRETE_QUANTILE_POLICY real</pre>
@@ -95,7 +94,6 @@
 and we need some std library iostream, of course.
 

-

<pre class="programlisting">#include <boost/math/distributions/negative_binomial.hpp>
 // for negative_binomial_distribution
@@ -108,7 +106,7 @@
 using std::cout; using std::endl;
 using std::noshowpoint; using std::fixed; using std::right; using std::left;
#include <iomanip>
- using std::setprecision; using std::setw;
+ using std::setprecision; using std::setw;

#include <limits>
 using std::numeric_limits;
@@ -124,7 +122,6 @@
 error message instead of an abrupt program abort.
 

-

<pre class="programlisting">try
{</pre>
@@ -136,7 +133,6 @@
 this takes is therefore = sucesses + failures or k + r = k + 5.
 

-

<pre class="programlisting">double sales_quota = 5; // Pat's sales quota - successes (r).</pre>

@@ -146,7 +142,6 @@
 bar and a 0.6 probability (60%) of selling nothing.
 

-

<pre class="programlisting">double success_fraction = 0.4; // success_fraction (p) - so failure_fraction is 0.6.</pre>

@@ -164,7 +159,6 @@
 success.
 

-

<pre class="programlisting">negative_binomial nb(sales_quota, success_fraction); // type double by default.</pre>

@@ -174,7 +168,6 @@
 of the distribution.
 

-

<pre class="programlisting">cout << "Pat has a sales per house success rate of " << success_fraction
 << ".\nTherefore he would, on average, sell " << nb.success_fraction() * 100
@@ -182,7 +175,7 @@

int all_houses = 30; // The number of houses on the estate.

-cout << "With a success rate of " << nb.success_fraction()
+cout << "With a success rate of " << nb.success_fraction()
 << ", he might expect, on average,\n"
 "to need to visit about " << success_fraction * all_houses
 << " houses in order to sell all " << nb.successes() << " bars. " << endl;</pre>
@@ -191,7 +184,7 @@
<pre class="programlisting">Pat has a sales per house success rate of 0.4.
Therefore he would, on average, sell 40 bars after trying 100 houses.
With a success rate of 0.4, he might expect, on average,
-to need to visit about 12 houses in order to sell all 5 bars.
+to need to visit about 12 houses in order to sell all 5 bars.
</pre>

 The random variable of interest is the number of houses that must be
@@ -205,7 +198,6 @@
 We calculate this using the pdf function:
 

-

<pre class="programlisting">cout << "Probability that Pat finishes on the " << sales_quota << "th house is "
 << pdf(nb, 5 - sales_quota) << endl; // == pdf(nb, 0)</pre>
@@ -222,7 +214,6 @@
 Density Function (pdf).
 

-

<pre class="programlisting">cout << "Probability that Pat finishes on the 6th house is "
 << pdf(nb, 6 - sales_quota) << endl;
@@ -241,7 +232,6 @@
 Function (cdf). We can calculate it by adding the individual probabilities.
 

-

<pre class="programlisting">cout << "Probability that Pat finishes on or before the 8th house is sum "
 "\n" << "pdf(sales_quota) + pdf(6) + pdf(7) + pdf(8) = "
@@ -260,7 +250,6 @@
 distribution function.
 

-

<pre class="programlisting">cout << "\nProbability of selling his quota of " << sales_quota
 << " bars\non or before the " << 8 << "th house is "
@@ -270,7 +259,6 @@
<pre class="programlisting">Probability of selling his quota of 5 bars on or before the 8th house is 0.17367
</pre>

-

<pre class="programlisting">cout << "\nProbability that Pat finishes exactly on the 10th house is "
 << pdf(nb, 10 - sales_quota) << endl;
@@ -283,7 +271,6 @@
Probability of selling his quota of 5 bars on or before the 10th house is 0.3669
</pre>

-

<pre class="programlisting">cout << "Probability that Pat finishes exactly on the 11th house is "
 << pdf(nb, 11 - sales_quota) << endl;
@@ -297,7 +284,6 @@
on or before the 11th house is 0.46723
</pre>

-

<pre class="programlisting">cout << "Probability that Pat finishes exactly on the 12th house is "
 << pdf(nb, 12 - sales_quota) << endl;
@@ -318,7 +304,6 @@
 would sell all his quota on the very last house.
 

-

<pre class="programlisting">cout << "Probability that Pat finishes on the " << all_houses
 << " house is " << pdf(nb, all_houses - sales_quota) << endl;</pre>
@@ -338,7 +323,6 @@
 5 candy bars?
 

-

<pre class="programlisting">cout << "\nProbability of selling his quota of " << sales_quota
 << " bars\non or before the " << all_houses << "th house is "
@@ -380,7 +364,6 @@
 of the cdf. <a class="link" href="../../overview/complements.html#why_complements">Why complements?</a>
 

-

<pre class="programlisting">cout << "\nProbability of failing to sell his quota of " << sales_quota
 << " bars\neven after visiting all " << all_houses << " houses is "
@@ -395,16 +378,14 @@
 to predict which house Pat will finish on. So for the 8th house:
 

-

-<pre class="programlisting">double p = cdf(nb, (8 - sales_quota));
+<pre class="programlisting">double p = cdf(nb, (8 - sales_quota));
cout << "Probability of meeting sales quota on or before 8th house is "<< p << endl;</pre>

 
<pre class="programlisting">Probability of meeting sales quota on or before 8th house is 0.174
</pre>

-

<pre class="programlisting">cout << "If the confidence of meeting sales quota is " << p
 << ", then the finishing house is " << quantile(nb, p) + sales_quota << endl;
@@ -421,7 +402,6 @@
 his quota).
 

-

<pre class="programlisting">cout << "If the confidence of meeting sales quota is " << 1.
 << ", then the finishing house is " << quantile(nb, 1) + sales_quota << endl;
@@ -434,7 +414,6 @@
 And similarly for a few other probabilities:
 

-

<pre class="programlisting">cout << "If the confidence of meeting sales quota is " << 0.
 << ", then the finishing house is " << quantile(nb, 0.) + sales_quota << endl;
@@ -460,9 +439,8 @@
 will be successful sales.
 

-

-<pre class="programlisting">cout << "If confidence of meeting quota is zero\n(we assume all houses are successful sales)"
+<pre class="programlisting">cout << "If confidence of meeting quota is zero\n(we assume all houses are successful sales)"
 ", then finishing house is " << sales_quota << endl;</pre>

 
@@ -473,7 +451,6 @@
 We can list quantiles for a few probabilities:
 

-

<pre class="programlisting"> double ps[] = {0., 0.001, 0.01, 0.05, 0.1, 0.5, 0.9, 0.95, 0.99, 0.999, 1.};
 // Confidence as fraction = 1-alpha, as percent = 100 * (1-alpha[i]) %
@@ -500,14 +477,14 @@
</pre>

 We could have applied a ceil function to obtain a 'worst case' integer
- value for house.
+ value for house.

<pre class="programlisting">ceil(quantile(nb, ps[i]))</pre>

 

 Or, if we had used the default discrete quantile policy, integer_outside,
- by omitting
+ by omitting

<pre class="programlisting">#define BOOST_MATH_DISCRETE_QUANTILE_POLICY real</pre>

@@ -530,7 +507,6 @@
 on each house.
 

-

<pre class="programlisting">cout << "\nHouse for " << sales_quota << "th (last) sale. Probability (%)" << endl;
cout.precision(5);
@@ -542,31 +518,31 @@

 
<pre class="programlisting">House for 5 th (last) sale. Probability (%)
-5 0.01024
-6 0.04096
+5 0.01024
+6 0.04096
7 0.096256
-8 0.17367
-9 0.26657
-10 0.3669
-11 0.46723
-12 0.56182
-13 0.64696
-14 0.72074
-15 0.78272
-16 0.83343
-17 0.874
-18 0.90583
-19 0.93039
-20 0.94905
-21 0.96304
-22 0.97342
-23 0.98103
-24 0.98655
-25 0.99053
-26 0.99337
-27 0.99539
-28 0.99681
-29 0.9978
+8 0.17367
+9 0.26657
+10 0.3669
+11 0.46723
+12 0.56182
+13 0.64696
+14 0.72074
+15 0.78272
+16 0.83343
+17 0.874
+18 0.90583
+19 0.93039
+20 0.94905
+21 0.96304
+22 0.97342
+23 0.98103
+24 0.98655
+25 0.99053
+26 0.99337
+27 0.99539
+28 0.99681
+29 0.9978
30 0.99849
</pre>

@@ -574,7 +550,6 @@
 you do not expect to use it.
 

-

<pre class="programlisting">}
catch(const std::exception& e)
@@ -585,7 +560,6 @@
 

 For example, without a ignore domain error policy, if we asked for
-

<pre class="programlisting">pdf(nb, -1)</pre>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example2.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example2.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/neg_binom_eg/negative_binomial_example2.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -32,7 +32,6 @@
 for various k failures.
 

-

<pre class="programlisting">// Print a table of values that can be used to plot
// using Excel, or some other superior graphical display tool.
@@ -56,73 +55,72 @@

 

-

<pre class="programlisting">k pdf cdf
- 0, 1.5258789062500000e-005 1.5258789062500003e-005
- 1, 9.1552734375000000e-005 0.00010681152343750000
- 2, 0.00030899047851562522 0.00041580200195312500
- 3, 0.00077247619628906272 0.0011882781982421875
- 4, 0.0015932321548461918 0.0027815103530883789
- 5, 0.0028678178787231476 0.0056493282318115234
- 6, 0.0046602040529251142 0.010309532284736633
- 7, 0.0069903060793876605 0.017299838364124298
- 8, 0.0098301179241389001 0.027129956288263202
- 9, 0.013106823898851871 0.040236780187115073
-10, 0.016711200471036140 0.056947980658151209
-11, 0.020509200578089786 0.077457181236241013
-12, 0.024354675686481652 0.10181185692272265
-13, 0.028101548869017230 0.12991340579173993
-14, 0.031614242477644432 0.16152764826938440
-15, 0.034775666725408917 0.19630331499479325
-16, 0.037492515688331451 0.23379583068312471
-17, 0.039697957787645101 0.27349378847076977
-18, 0.041352039362130305 0.31484582783290005
-19, 0.042440250924291580 0.35728607875719176
-20, 0.042970754060845245 0.40025683281803687
-21, 0.042970754060845225 0.44322758687888220
-22, 0.042482450037426581 0.48571003691630876
-23, 0.041558918514873783 0.52726895543118257
-24, 0.040260202311284021 0.56752915774246648
-25, 0.038649794218832620 0.60617895196129912
-26, 0.036791631035234917 0.64297058299653398
-27, 0.034747651533277427 0.67771823452981139
-28, 0.032575923312447595 0.71029415784225891
-29, 0.030329307911589130 0.74062346575384819
-30, 0.028054609818219924 0.76867807557206813
-31, 0.025792141284492545 0.79447021685656061
-32, 0.023575629142856460 0.81804584599941710
-33, 0.021432390129869489 0.83947823612928651
-34, 0.019383705779220189 0.85886194190850684
-35, 0.017445335201298231 0.87630727710980494
-36, 0.015628112784496322 0.89193538989430121
-37, 0.013938587078064250 0.90587397697236549
-38, 0.012379666154859701 0.91825364312722524
-39, 0.010951243136991251 0.92920488626421649
-40, 0.0096507830144735539 0.93885566927869002
-41, 0.0084738582566109364 0.94732952753530097
-42, 0.0074146259745345548 0.95474415350983555
-43, 0.0064662435824429246 0.96121039709227851
-44, 0.0056212231142827853 0.96683162020656122
-45, 0.0048717266990450708 0.97170334690560634
-46, 0.0042098073105878630 0.97591315421619418
-47, 0.0036275999165703964 0.97954075413276465
-48, 0.0031174686783026818 0.98265822281106729
-49, 0.0026721160099737302 0.98533033882104104
-50, 0.0022846591885275322 0.98761499800956853
-51, 0.0019486798960970148 0.98956367790566557
-52, 0.0016582516423517923 0.99122192954801736
-53, 0.0014079495076571762 0.99262987905567457
-54, 0.0011928461106539983 0.99382272516632852
-55, 0.0010084971662802015 0.99483122233260868
-56, 0.00085091948404891532 0.99568214181665760
-57, 0.00071656377604119542 0.99639870559269883
-58, 0.00060228420831048650 0.99700098980100937
-59, 0.00050530624256557675 0.99750629604357488
-60, 0.00042319397814867202 0.99792949002172360
-61, 0.00035381791615708398 0.99828330793788067
-62, 0.00029532382517950324 0.99857863176306016
-63, 0.00024610318764958566 0.99882473495070978
+ 0, 1.5258789062500000e-005 1.5258789062500003e-005
+ 1, 9.1552734375000000e-005 0.00010681152343750000
+ 2, 0.00030899047851562522 0.00041580200195312500
+ 3, 0.00077247619628906272 0.0011882781982421875
+ 4, 0.0015932321548461918 0.0027815103530883789
+ 5, 0.0028678178787231476 0.0056493282318115234
+ 6, 0.0046602040529251142 0.010309532284736633
+ 7, 0.0069903060793876605 0.017299838364124298
+ 8, 0.0098301179241389001 0.027129956288263202
+ 9, 0.013106823898851871 0.040236780187115073
+10, 0.016711200471036140 0.056947980658151209
+11, 0.020509200578089786 0.077457181236241013
+12, 0.024354675686481652 0.10181185692272265
+13, 0.028101548869017230 0.12991340579173993
+14, 0.031614242477644432 0.16152764826938440
+15, 0.034775666725408917 0.19630331499479325
+16, 0.037492515688331451 0.23379583068312471
+17, 0.039697957787645101 0.27349378847076977
+18, 0.041352039362130305 0.31484582783290005
+19, 0.042440250924291580 0.35728607875719176
+20, 0.042970754060845245 0.40025683281803687
+21, 0.042970754060845225 0.44322758687888220
+22, 0.042482450037426581 0.48571003691630876
+23, 0.041558918514873783 0.52726895543118257
+24, 0.040260202311284021 0.56752915774246648
+25, 0.038649794218832620 0.60617895196129912
+26, 0.036791631035234917 0.64297058299653398
+27, 0.034747651533277427 0.67771823452981139
+28, 0.032575923312447595 0.71029415784225891
+29, 0.030329307911589130 0.74062346575384819
+30, 0.028054609818219924 0.76867807557206813
+31, 0.025792141284492545 0.79447021685656061
+32, 0.023575629142856460 0.81804584599941710
+33, 0.021432390129869489 0.83947823612928651
+34, 0.019383705779220189 0.85886194190850684
+35, 0.017445335201298231 0.87630727710980494
+36, 0.015628112784496322 0.89193538989430121
+37, 0.013938587078064250 0.90587397697236549
+38, 0.012379666154859701 0.91825364312722524
+39, 0.010951243136991251 0.92920488626421649
+40, 0.0096507830144735539 0.93885566927869002
+41, 0.0084738582566109364 0.94732952753530097
+42, 0.0074146259745345548 0.95474415350983555
+43, 0.0064662435824429246 0.96121039709227851
+44, 0.0056212231142827853 0.96683162020656122
+45, 0.0048717266990450708 0.97170334690560634
+46, 0.0042098073105878630 0.97591315421619418
+47, 0.0036275999165703964 0.97954075413276465
+48, 0.0031174686783026818 0.98265822281106729
+49, 0.0026721160099737302 0.98533033882104104
+50, 0.0022846591885275322 0.98761499800956853
+51, 0.0019486798960970148 0.98956367790566557
+52, 0.0016582516423517923 0.99122192954801736
+53, 0.0014079495076571762 0.99262987905567457
+54, 0.0011928461106539983 0.99382272516632852
+55, 0.0010084971662802015 0.99483122233260868
+56, 0.00085091948404891532 0.99568214181665760
+57, 0.00071656377604119542 0.99639870559269883
+58, 0.00060228420831048650 0.99700098980100937
+59, 0.00050530624256557675 0.99750629604357488
+60, 0.00042319397814867202 0.99792949002172360
+61, 0.00035381791615708398 0.99828330793788067
+62, 0.00029532382517950324 0.99857863176306016
+63, 0.00024610318764958566 0.99882473495070978
</pre>

Modified: trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/normal_example/normal_misc.html
==============================================================================
--- trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/normal_example/normal_misc.html (original)
+++ trunk/libs/math/doc/sf_and_dist/html/math_toolkit/dist/stat_tut/weg/normal_example/normal_misc.html 2011-12-21 11:07:37 EST (Wed, 21 Dec 2011)
@@ -31,9 +31,9 @@
 The sample program normal_misc_examples.cpp
 illustrates their use.
 
-<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.traditional_tables"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.traditional_tables-heading"></a>
- <a class="link" href="normal_misc.html#math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.traditional_tables">Traditional
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.h0"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.traditional_tables"></a><a class="link" href="normal_misc.html#math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.traditional_tables">Traditional
 Tables</a>
 </h5>

@@ -41,7 +41,6 @@
 some std output of course).
 

-

<pre class="programlisting">#include <boost/math/distributions/normal.hpp> // for normal_distribution
 using boost::math::normal; // typedef provides default type is double.
@@ -66,7 +65,6 @@
 Let's start by printing some traditional tables.
 

-

<pre class="programlisting">double step = 1.; // in z 
double range = 4; // min and max z = -range to +range.
@@ -86,14 +84,13 @@
 First the probability distribution function (pdf).
 

-

<pre class="programlisting">cout << "Probability distribution function values" << endl;
cout << " z " " pdf " << endl;
cout.precision(5);
for (double z = -range; z < range + step; z += step)
{
- cout << left << setprecision(3) << setw(6) << z << " "
+ cout << left << setprecision(3) << setw(6) << z << " "
 << setprecision(precision) << setw(12) << pdf(s, z) << endl;
}
cout.precision(6); // default</pre>
@@ -104,7 +101,6 @@
 function (cdf).
 

-

<pre class="programlisting">// For a standard normal distribution 
cout << "Standard normal mean = "<< s.mean()
@@ -113,7 +109,7 @@
cout << " z " " cdf " << endl;
for (double z = -range; z < range + step; z += step)
{
- cout << left << setprecision(3) << setw(6) << z << " "
+ cout << left << setprecision(3) << setw(6) << z << " "
 << setprecision(precision) << setw(12) << cdf(s, z) << endl;
}
cout.precision(6); // default</pre>
@@ -136,9 +132,8 @@
 write
 

-

-<pre class="programlisting">double z = 2.;
+<pre class="programlisting">double z = 2.;
cout << "Area for z = " << z << " is " << cdf(s, z) << endl; // to get the area for z.</pre>

 
@@ -149,7 +144,6 @@
 so we can write
 

-

<pre class="programlisting"> cout << "95% of area has a z below " << quantile(s, 0.95) << endl;
// 95% of area has a z below 1.64485</pre>
@@ -160,7 +154,6 @@
 a one-sided test)
 

-

<pre class="programlisting"> cout << "95% of area has a z between " << quantile(s, 0.975)
 << " and " << -quantile(s, 0.975) << endl;
@@ -177,7 +170,6 @@
 neat number like 0.05, but we can easily calculate it,
 

-

<pre class="programlisting">double alpha1 = cdf(s, -1) * 2; // 0.3173105078629142
cout << setprecision(17) << "Significance level for z == 1 is " << alpha1 << endl;</pre>
@@ -187,7 +179,6 @@
 and place in our array of favorite alpha values.
 

-

<pre class="programlisting">double alpha[] = {0.3173105078629142, // z for 1 standard deviation.
 0.20, 0.1, 0.05, 0.01, 0.001, 0.0001, 0.00001 };</pre>
@@ -199,7 +190,6 @@
 the calculated interval.
 

-

<pre class="programlisting">cout << "level of significance (alpha)" << setprecision(4) << endl;
cout << "2-sided 1 -sided z(alpha) " << endl;
@@ -229,9 +219,9 @@
 the area between -1.96 up to 12.96 is alpha = 0.95. and the sum of
 the two tails is 0.025 + 0.025 = 0.05,
 
-<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.standard_deviations_either_side_of_the_mean"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.standard_deviations_either_side_of_the_mean-heading"></a>
- <a class="link" href="normal_misc.html#math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.standard_deviations_either_side_of_the_mean">Standard
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.h1"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.standard_deviations_either_side_of_the_mean"></a><a class="link" href="normal_misc.html#math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.standard_deviations_either_side_of_the_mean">Standard
 deviations either side of the Mean</a>
 </h5>

@@ -240,7 +230,6 @@
 3 standard deviations from the mean.
 

-

<pre class="programlisting">cout.precision(3);
cout << showpoint << "cdf(s, s.standard_deviation()) = "
@@ -279,14 +268,14 @@
 deviation are surprisingly wide, especially if you have
 estimated the standard deviation from only a few measurements.
 
-<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.some_simple_examples"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.some_simple_examples-heading"></a>
- <a class="link" href="normal_misc.html#math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.some_simple_examples">Some
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.h2"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.some_simple_examples"></a><a class="link" href="normal_misc.html#math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.some_simple_examples">Some
 simple examples</a>
 </h5>
-<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.life_of_light_bulbs"></a><h5>
-<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.life_of_light_bulbs-heading"></a>
- <a class="link" href="normal_misc.html#math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.life_of_light_bulbs">Life
+<h5>
+<a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.h3"></a>
+ <a name="math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.life_of_light_bulbs"></a><a class="link" href="normal_misc.html#math_toolkit.dist.stat_tut.weg.normal_example.normal_misc.life_of_light_bulbs">Life
 of light bulbs</a>
 </h5>

@@ -298,7 +287,6 @@
 A few very simple examples are shown here:
 

-

<pre class="programlisting">// K. Krishnamoorthy, Handbook of Statistical Distributions with Applications,
 // ISBN 1 58488 635 8, page 125, example 10.3.5</pre>
@@ -311,11 +299,10 @@
 bulbs with these values: