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Bajezijanska detekcija zajednica×Detekcija temporalnih zajednica×
OblastAnaliza mrežaAnaliza mreža
PorodicaMachine learningMachine learning
Godina nastanka2001–20142010
TvoracNowicki, K. & Snijders, T. A. B. (formal Bayesian framing); extended by Peixoto, T. P.Mucha, P. J. et al.
TipProbabilistic generative model / inferenceNetwork clustering algorithm
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 ↗Mucha, P. J., Richardson, T., Macon, K., Porter, M. A., & Onnela, J.-P. (2010). Community structure in time-dependent, multiscale, and multiplex networks. Science, 328(5980), 876–878. DOI ↗
Drugi naziviBayesian graph clustering, probabilistic community detection, Bayesian stochastic block model community detection, Bayesian network partitioningdynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detection
Srodne56
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.Temporal community detection identifies cohesive groups (communities) in networks whose structure changes over time. By treating each time snapshot as a network layer and coupling consecutive layers, it reveals how communities form, merge, split, grow, or dissolve — turning a sequence of static snapshots into a continuous narrative of group evolution.
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ScholarGateUporedite metode: Bayesian Community Detection · Temporal Community Detection. Preuzeto 2026-06-17 sa https://scholargate.app/sr/compare