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Modello Bayesiano a Blocchi Stocastici×Analisi di modularità×
CampoAnalisi delle retiAnalisi delle reti
FamigliaMachine learningMachine learning
Anno di origine2001–20142004
IdeatoreNowicki, K. & Snijders, T. A. B.; extended by Peixoto, T. P.Newman, M. E. J. & Girvan, M.
TipoProbabilistic generative model with Bayesian inferenceCommunity detection / graph partitioning
Fonte seminalePeixoto, T. P. (2014). Efficient Monte Carlo and greedy heuristic for the inference of stochastic block models. Physical Review E, 89(1), 012804. DOI ↗Newman, M. E. J., & Girvan, M. (2004). Finding and evaluating community structure in networks. Physical Review E, 69(2), 026113. DOI ↗
AliasBayesian SBM, B-SBM, probabilistic block model, Bayesian community detection modelQ-modularity, community structure detection, network modularity optimization, graph partitioning by modularity
Correlati55
SintesiThe Bayesian Stochastic Block Model (Bayesian SBM) is a principled probabilistic method for community detection in networks. It treats group membership as a latent variable and uses Bayesian inference to simultaneously recover block structure and select the number of communities, avoiding the resolution-limit bias that plagues modularity-based approaches.Modularity analysis is a network science method, formalized by Newman and Girvan in 2004, that detects community structure in graphs by measuring whether edges are more concentrated within groups than expected by chance. Its scalar quality index Q guides algorithms that partition nodes into cohesive clusters, making it the most widely adopted framework for community detection in social, biological, and technological networks.
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ScholarGateConfronta i metodi: Bayesian Stochastic Block Model · Modularity Analysis. Consultato il 2026-06-15 da https://scholargate.app/it/compare