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Network Science by Albert-László Barabási

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Re: Network Science by Albert-László Barabási

#6
I remember Networks and Graphs were all the rage in the early/mid 2010s as everybody was trying to mimic the massive social media successes. This was a very famous book and the author well known during that period. Turns out not everything is a graph or social and lot of that enthusiasm went away.

Re: Network Science by Albert-László Barabási

#7
post #6

I remember Networks and Graphs were all the rage in the early/mid 2010s as everybody was trying to mimic the massive social media successes. This was a very famous book and the author well known during that period. Turns out not everything is a graph or social and lot of that enthusiasm went away.

I would counter that many complex phenomena are best represented by graphs. There's a sort of elbow in the learning curve where you have a lot of tools but as your datasets grow in size the graphs become unmanageable and the signal:noise ratio goes way down. At this point you need to prune or chunk somehow, but it rapidly becomes more of an art than a science and reproducibility is elusive. Advanced techniques disseminate slowly and are not that intuitive, but there's still steady progress, eg deep learning models for sparsification while preserving structure.
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