/dynamic-Edge-Partition-Models

Dynamic Edge Partition Models for Overlapping Community Detection and Temporal Links Prediction

Primary LanguageMATLAB

Overlapping Community Detection and Temporal Link Prediction for Sparse Dynamic Networks

dynamic Edge Partition Models

Code for

Sikun Yang and Heinz Koeppl, "A Poisson Gamma Probabilistic Model for Latent Node-group Memberships in Dynamic Networks," Thirty-Second AAAI Conference on Artificial Intelligence (AAAI), 2018.

Examples

Demo 1: Community Detection for Dynamic Networks

>> run_synthetic

Copyright

'{CRT_matrix.m, Multrnd_mik1k2j.c, CRT_sum_mex.c, Multrnd_xijk.c, CRT_sum_mex_matrix.c, Multrnd_xijk_online.c, multrnd_histc.m, Create_Mask_network.m, prec_rec.m, Multrnd_mijk.c ,cokus.c, cokus.h, truncated_poisson_rnd.m}' is Copyright (c) 2015 Mingyuan Zhou. All rights reserved.

References

  1. Mingyuan Zhou, "Infinite Edge Partition Models for Overlapping Community Detection and Link Prediction," Artificial Intelligence and Statistics (AISTATS), San Diego, CA, May 2015. [code]