Large Scale Social Network Analysis for Hypergraphs

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I have been trying to implement large scale social network analysis for hypergraphs. But Apache Giraph allows only simple graphs and Multigraphs. II couldn't find any suitable method to implement Large Scale SNA in Hypergraphs. Please suggest me suitable methods.

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R package called "network" should be able to handle this. I'm currently looking into using igraph as well