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I am working on "community detection" on a big network graph and I've been using the Label Propagation Algorithm from GraphFrames (Spark package).

However, my graph is weighted and I was wondering whether I can leverage some community detection algorithms which take into account weights.

My main limitation is that I should run the algorithm in parallel

Any ideas which algorithm should I look at?