The ground truth about metadata and community detection in networks

Structure and inference in annotated networks

(2016) M. E. J. Newman et al.   Nature Communications

A Comparative Analysis of Community Detection Algorithms on Artificial Networks

(2016) Zhao Yang et al.   Scientific Reports

Testing and Modeling Dependencies Between a Network and Nodal Attributes

(2015) Bailey K. Fosdick et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Community detection in networks: Structural communities versus ground truth

(2014) Darko Hric et al.   PHYSICAL REVIEW E

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

(2014) Tiago P. Peixoto   PHYSICAL REVIEW E

Efficiently inferring community structure in bipartite networks

(2014) Daniel B. Larremore et al.   PHYSICAL REVIEW E

Reconstruction and estimation in the planted partition model

(2014) Elchanan Mossel et al.   PROBABILITY THEORY AND RELATED FIELDS

Defining and evaluating network communities based on ground-truth

(2013) Jaewon Yang et al.   KNOWLEDGE AND INFORMATION SYSTEMS

A Pluralistic Account of Homology: Adapting the Models to the Data

(2013) Leanne S. Haggerty et al.   MOLECULAR BIOLOGY AND EVOLUTION

Spectral redemption in clustering sparse networks

(2013) F. Krzakala et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A Network Approach to Analyzing Highly Recombinant Malaria Parasite Genes

(2013) Daniel B. Larremore et al.   PLoS Computational Biology

Entropy of stochastic blockmodel ensembles

(2012) Tiago P. Peixoto   PHYSICAL REVIEW E

Efficient and principled method for detecting communities in networks

(2011) Brian Ball 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

Uncovering the community structure associated with the diffusion dynamics on networks

(2010) Xue-Qi Cheng et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Clique graphs and overlapping communities

(2010) T S Evans   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Link communities reveal multiscale complexity in networks

(2010) Yong-Yeol Ahn et al.   NATURE

Performance of modularity maximization in practical contexts

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

Community detection algorithms: A comparative analysis

(2009) Andrea Lancichinetti et al.   PHYSICAL REVIEW E

Community detection in graphs

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

Assessing the relevance of node features for network structure

(2009) Ginestra Bianconi et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Hierarchical structure and the prediction of missing links in networks

(2008) Aaron Clauset et al.   NATURE