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Modelul Stocastic Temporal pe Blocuri×Modelul Stocastic pe Blocuri Multistratificat×
DomeniuAnaliza rețelelorAnaliza rețelelor
FamilieMachine learningMachine learning
Anul apariției2014–20172015-2017
Autorul originalXu, K. S. & Hero, A. O.; Matias, C. & Miele, V.Peixoto, T. P.; De Bacco, C. and colleagues
TipGenerative probabilistic modelGenerative probabilistic model
Sursa seminalăMatias, 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 ↗
Denumiri alternativeTSBM, dynamic stochastic block model, time-varying SBM, evolving block modelML-SBM, multilayer SBM, multi-layer stochastic block model, multiplex stochastic block model
Înrudite44
RezumatThe 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.
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  2. 2 Surse
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  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Temporal Stochastic Block Model · Multilayer Stochastic Block Model. Preluat la 2026-06-18 de pe https://scholargate.app/ro/compare