Journal of Statistical Software · 2008 · 949 citations · 22 references
BusinessVisualizationNetwork VisualizationStatistical ModelingStochastic ModelingGraph AnalyticsNetwork AnalysisNetwork InferenceNetwork ModelingNetwork StructureStochastic NetworksMarkov Chain Monte Carlo EstimationModel SimulationNetwork AnalyticsNetwork GraphsNetwork SimulationRandom Graph ModelsRandom Graph TheoryStochastic Network Models
statnet is a suite of software packages for statistical network analysis. The packages implement recent advances in network modeling based on exponential-family random graph models (ERGM). The components of the package provide a comprehensive framework for ERGM-based network modeling, including tools for model estimation, model evaluation, model-based network simulation, and network visualization. This broad functionality is powered by a central Markov chain Monte Carlo (MCMC) algorithm. The coding is optimized for speed and robustness.
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New Specifications for Exponential Random Graph Models
Tom A. B. Snijders, Philippa Pattison, Garry Robins et al. · Sociological Methodology · 2006 · 1.5K citations