Efficient Monte Carlo and greedy heuristic for the inference of stochastic block models

Parsimonious Module Inference in Large Networks

(2013) Tiago P. Peixoto   PHYSICAL REVIEW LETTERS

Entropy of stochastic blockmodel ensembles

(2012) Tiago P. Peixoto   PHYSICAL REVIEW E

Variational Bayesian inference and complexity control for stochastic block models

(2012) P Latouche et al.   STATISTICAL MODELLING

Phase transitions in random Potts systems and the community detection problem: spin-glass type and dynamic perspectives

(2011) Dandan Hu et al.   PHILOSOPHICAL MAGAZINE

Efficient and principled method for detecting communities in networks

(2011) Brian Ball et al.   PHYSICAL REVIEW E

Asymptotic analysis of the stochastic block model for modular networks and its algorithmic applications

(2011) Aurelien Decelle et al.   PHYSICAL REVIEW E

Stochastic blockmodels and community structure in networks

(2011) Brian Karrer et al.   PHYSICAL REVIEW E

Inference and Phase Transitions in the Detection of Modules in Sparse Networks

(2011) Aurelien Decelle et al.   PHYSICAL REVIEW LETTERS

Trust Transitivity in Social Networks

(2011) Oliver Richters et al.   PLoS One

The Interplay between Microscopic and Mesoscopic Structures in Complex Networks

(2011) Jörg Reichardt et al.   PLoS One

Spatial Guilds in the Serengeti Food Web Revealed by a Bayesian Group Model

(2011) Edward B. Baskerville et al.   PLoS Computational Biology

Uncovering latent structure in valued graphs: A variational approach

(2010) Mahendra Mariadassou et al.   Annals of Applied Statistics

Performance of modularity maximization in practical contexts

(2010) Benjamin H. Good et al.   PHYSICAL REVIEW E

Entropy of network ensembles

(2009) Ginestra Bianconi   PHYSICAL REVIEW E

Community detection in graphs

(2009) Santo Fortunato   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Missing and spurious interactions and the reconstruction of complex networks

(2009) Roger Guimerà et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A nonparametric view of network models and Newman–Girvan and other modularities

(2009) Peter J. Bickel et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Fast unfolding of communities in large networks

(2008) Vincent D Blondel et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Multistep greedy algorithm identifies community structure in real-world and computer-generated networks

(2008) Philipp Schuetz et al.   PHYSICAL REVIEW E

Efficient modularity optimization by multistep greedy algorithm and vertex mover refinement

(2008) Philipp Schuetz et al.   PHYSICAL REVIEW E

Maximum likelihood: Extracting unbiased information from complex networks

(2008) Diego Garlaschelli et al.   PHYSICAL REVIEW E

Bayesian Approach to Network Modularity

(2008) Jake M. Hofman et al.   PHYSICAL REVIEW LETTERS

(Un)detectable Cluster Structure in Sparse Networks

(2008) Jörg Reichardt et al.   PHYSICAL REVIEW LETTERS