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Bayesova detekcija zajednica×Analiza društvenih mreža×
PodručjeAnaliza mrežaAnaliza mreža
ObiteljMachine learningMachine learning
Godina nastanka2001–20141934 (sociometry); 1994 (modern formalization)
TvoracNowicki, K. & Snijders, T. A. B. (formal Bayesian framing); extended by Peixoto, T. P.Moreno, J.L.; formalized by Wasserman & Faust
VrstaProbabilistic generative model / inferenceStructural/relational analysis framework
Temeljni izvorPeixoto, T. P. (2014). Efficient Monte Carlo and greedy heuristic for the inference of stochastic block models. Physical Review E, 89(1), 012804. DOI ↗Wasserman, S. & Faust, K. (1994). Social Network Analysis: Methods and Applications. Cambridge University Press. ISBN: 978-0-521-38707-1
Drugi naziviBayesian graph clustering, probabilistic community detection, Bayesian stochastic block model community detection, Bayesian network partitioningSNA, network analysis, sociometric analysis, relational analysis
Srodne55
SažetakBayesian community detection infers latent group structure in networks by treating community membership as unobserved variables and using Bayesian inference — typically via Markov chain Monte Carlo or variational methods — to compute a posterior distribution over all plausible partitions. Unlike modularity optimisation, it selects the number of communities from data and provides principled uncertainty estimates for every node assignment.Social Network Analysis (SNA) is a structural method that maps and measures relationships and flows between people, groups, organizations, or other entities modeled as nodes connected by ties (edges). Rather than focusing on individual attributes, SNA reveals how the pattern of connections shapes behavior, influence, information flow, and outcomes within a system.
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ScholarGateUsporedite metode: Bayesian Community Detection · Social Network Analysis. Preuzeto 2026-06-17 s https://scholargate.app/hr/compare