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Temporal Stochastic Block Model×Meerlagig Stochastisch Blokmodel×
VakgebiedNetwerkanalyseNetwerkanalyse
FamilieMachine learningMachine learning
Jaar van ontstaan2014–20172015-2017
GrondleggerXu, K. S. & Hero, A. O.; Matias, C. & Miele, V.Peixoto, T. P.; De Bacco, C. and colleagues
TypeGenerative probabilistic modelGenerative probabilistic model
Oorspronkelijke bronMatias, 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 ↗Peixoto, T. P. (2015). Inferring the mesoscale structure of layered, edge-valued, and time-varying networks. Physical Review E, 92(4), 042807. DOI ↗
AliassenTSBM, dynamic stochastic block model, time-varying SBM, evolving block modelML-SBM, multilayer SBM, multi-layer stochastic block model, multiplex stochastic block model
Verwant44
SamenvattingThe 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.The Multilayer Stochastic Block Model (ML-SBM) is a generative probabilistic framework that extends the classical stochastic block model to networks with multiple relation types or layers. It simultaneously infers community structure and block-to-block connection probabilities across all layers, capturing how communities cohere differently depending on context or relationship type.
ScholarGateGegevensset
  1. v1
  2. 2 Bronnen
  3. PUBLISHED
  1. v1
  2. 2 Bronnen
  3. PUBLISHED

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ScholarGateMethoden vergelijken: Temporal Stochastic Block Model · Multilayer Stochastic Block Model. Geraadpleegd op 2026-06-18 via https://scholargate.app/nl/compare