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Community detection for interaction networks

Data Folder

This folder contains both of the data examples used in the paper

  • Senate dataset : Records the voting alignment of all 100 senators for each amendment considered by the 107th U.S. Senate
  • Zachary Karate network : Records the number of social interactions of thirty-four members in a karate club that experienced a split among its two leaders.

Functions Folder

This folder contains the functions necessary for computation of the joint and conditional distributions as well as the search algorithm for finding the maximum a posteriori clustering given the observed interaction network.

  • Probability distribution functions: p(G,B) and p(G,B,X)
  • Search algorithm : \arg \max_B p(B | G)

Analysis Folder

This folder contains the data analysis for the two network examples

  • Senate dataset : Estimation of the maximum a posterior clustering with AND without covariates
  • Karate network : Estimation of the maximum a posterior clustering

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