Community detection algorithm based on nonnegative matrix factorization and pairwise constraints

Fast unfolding of communities in large networks

Vincent D. Blondel, Jean‐Loup Guillaume, Renaud Lambiotte et al. · Journal of Statistical Mechanics Theory and Experiment · 2008 · 21.2K citations · Full text

Computing, Sociology, Community Assessment +14

Learning the parts of objects by non-negative matrix factorization

Daniel D. Lee, H. Sebastian Seung · Nature · 1999 · 14.1K citations

Computing, Computer Science, Computer Vision +11

Community detection in graphs

Santo Fortunato · Physics Reports · 2009 · 11.3K citations · Full text

Computing, Visualization, Community Assessment +8

Comparing community structure identification

León Danon, Albert Dı́az-Guilera, Jordi Duch et al. · Journal of Statistical Mechanics Theory and Experiment · 2005 · 2.9K citations · Full text

Life Sciences, Biostatistics, Community Assessment +11

Networks: an introduction

Choice Reviews Online · 2011 · 2.8K citations