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Model Estocàstic de Blocs Temporal×Detecció de Comunitats Temporals×
CampAnàlisi de xarxesAnàlisi de xarxes
FamíliaMachine learningMachine learning
Any d'origen2014–20172010
Autor originalXu, K. S. & Hero, A. O.; Matias, C. & Miele, V.Mucha, P. J. et al.
TipusGenerative probabilistic modelNetwork clustering algorithm
Font seminalMatias, C. & Miele, V. (2017). Statistical clustering of temporal networks through a dynamic stochastic block model. Journal of the Royal Statistical Society: Series B, 79(4), 1119–1141. 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 ↗
ÀliesTSBM, dynamic stochastic block model, time-varying SBM, evolving block modeldynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detection
Relacionats46
ResumThe Temporal Stochastic Block Model (TSBM) extends the classic Stochastic Block Model to sequences of network snapshots, jointly inferring latent community memberships and how those memberships evolve across time. It combines a generative edge-probability model with a Markov process over block assignments, enabling principled statistical detection of community structure that changes over time.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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ScholarGateCompara mètodes: Temporal Stochastic Block Model · Temporal Community Detection. Recuperat el 2026-06-17 de https://scholargate.app/ca/compare