Hard to say without knowing more about what you need to do :)
> Hello,
>
> I'm a phd student. I'm working in the graph mining field. I have a huge
> text file that I would like to convert to a graph. Then, I will write
> some code to implement my algorithm (something similar to shortest
> paths algorithms). I'm planning to write my code in C++. Do you
> think Boost will suit me?
Boost does have a library for working with graphs, the Boost Graph
Library [1]. Take a look at it and see whether it fits your needs.
Regards,
Nate
[1] http://www.boost.org/doc/libs/1_47_0/libs/graph/doc/index.html
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