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Clustering and community detection in directed networks: A survey
Networks (or graphs) appear as dominant structures in diverse domains, including
sociology, biology, neuroscience and computer science. In most of the aforementioned …
sociology, biology, neuroscience and computer science. In most of the aforementioned …
Link prediction in complex networks: A survey
L Lü, T Zhou - Physica A: statistical mechanics and its applications, 2011 - Elsevier
Link prediction in complex networks has attracted increasing attention from both physical
and computer science communities. The algorithms can be used to extract missing …
and computer science communities. The algorithms can be used to extract missing …
Stochastic blockmodels and community structure in networks
Stochastic blockmodels have been proposed as a tool for detecting community structure in
networks as well as for generating synthetic networks for use as benchmarks. Most …
networks as well as for generating synthetic networks for use as benchmarks. Most …
Community detection in graphs
S Fortunato - Physics reports, 2010 - Elsevier
The modern science of networks has brought significant advances to our understanding of
complex systems. One of the most relevant features of graphs representing real systems is …
complex systems. One of the most relevant features of graphs representing real systems is …
Hierarchical block structures and high-resolution model selection in large networks
TP Peixoto - Physical Review X, 2014 - APS
Discovering and characterizing the large-scale topological features in empirical networks
are crucial steps in understanding how complex systems function. However, most existing …
are crucial steps in understanding how complex systems function. However, most existing …
Homophily and contagion are generically confounded in observational social network studies
CR Shalizi, AC Thomas - Sociological methods & research, 2011 - journals.sagepub.com
The authors consider processes on social networks that can potentially involve three factors:
homophily, or the formation of social ties due to matching individual traits; social contagion …
homophily, or the formation of social ties due to matching individual traits; social contagion …
Communities in networks
“But although, as a matter of history, statistical mechanics owes its origin to investigations in
thermodynamics, it seems eminently worthy of an independent development, both on …
thermodynamics, it seems eminently worthy of an independent development, both on …
Economic networks: The new challenges
The current economic crisis illustrates a critical need for new and fundamental
understanding of the structure and dynamics of economic networks. Economic systems are …
understanding of the structure and dynamics of economic networks. Economic systems are …
Community detection in networks with positive and negative links
Detecting communities in complex networks accurately is a prime challenge, preceding
further analyses of network characteristics and dynamics. Until now, community detection …
further analyses of network characteristics and dynamics. Until now, community detection …
Parsimonious module inference in large networks
TP Peixoto - Physical review letters, 2013 - APS
We investigate the detectability of modules in large networks when the number of modules is
not known in advance. We employ the minimum description length principle which seeks to …
not known in advance. We employ the minimum description length principle which seeks to …