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Community detection algorithms #231

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3 of 15 tasks
tecosaur opened this issue Feb 23, 2023 · 3 comments
Open
3 of 15 tasks

Community detection algorithms #231

tecosaur opened this issue Feb 23, 2023 · 3 comments
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enhancement New feature or request

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@tecosaur
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tecosaur commented Feb 23, 2023

There seems to be a dearth of community detection algorithms in the current Graphs.jl. Hopefully this can be remedied in the future, and to that end I thought I'd list the ones that NetworkX currently has for comparison:

  • Kernighan–Lin bipartition
  • K-Clique (already in Graphs.jl as clique percolation)
  • Greedy modular communities
  • Lukes exact optimal weighted tree partitioning
  • Label propagation (already in Graphs.jl)
  • Leiden Community Detection
  • Fluid Communities
  • Girvan–Newman (@leerosenthalj still up for this?)
  • Spectral clustering (in https://github.com/JuliaGraphs/CommunityDetection.jl)

There are also some in iGraphs that I think would be worth having:

  • Louvain Community Detection
  • Walktrap (short random walks)
  • Spin-glass model and simulated annealing
  • Optimal modularity
  • Edge betweenness
  • Eigenvector of the modularity matrix
@aurorarossi aurorarossi added the enhancement New feature or request label Mar 12, 2023
@gdalle
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gdalle commented Nov 3, 2023

@olegfafurin let's start with greedy modularity optimization?

@leerosenthalj
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I am still interested in implementing Girvan-Newman! I need a week before I can make steady progress, but would be happy to take a crack at it.

@gdalle
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gdalle commented Nov 14, 2023

Sounds good!

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