Improved Bayesian inference for the stochastic block model with application to large networks

An efficient MCMC algorithm is presented to cluster the nodes of a network such that nodes with similar role in the network are clustered together. This is known as block-modeling or block-clustering. The model is the stochastic blockmodel (SBM) with block parameters integrated out. The resulting ma...

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Bibliographische Detailangaben

Veröffentlicht in:	Computational statistics & data analysis 2013-04, Vol.60, p.12-31
Hauptverfasser:	McDaid, Aaron F., Murphy, Thomas Brendan, Friel, Nial, Hurley, Neil J.
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Allocations Blocking Blockmodeling Clustering Clusters Computational statistics Mathematical models MCMC Networks Social networks Statistics Stochasticity
Online-Zugang:	Volltext
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