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Višeslojni stohastički blok model×Откривање вишеслојних заједница×
OblastAnaliza mrežaAnaliza mreža
PorodicaMachine learningMachine learning
Godina nastanka2015-20172010–2014
TvoracPeixoto, T. P.; De Bacco, C. and colleaguesMucha, P. J. et al.; Kivela, M. et al.
TipGenerative probabilistic modelCommunity detection algorithm for multilayer networks
Temeljni izvorPeixoto, T. P. (2015). Inferring the mesoscale structure of layered, edge-valued, and time-varying networks. Physical Review E, 92(4), 042807. DOI ↗Kivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014). Multilayer networks. Journal of Complex Networks, 2(3), 203–271. DOI ↗
Drugi naziviML-SBM, multilayer SBM, multi-layer stochastic block model, multiplex stochastic block modelmultilayer clustering, multiplex community detection, cross-layer community detection, MCD
Srodne45
SažetakThe 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.Multilayer community detection identifies groups of nodes that are densely connected across multiple types of relationships simultaneously. By coupling layers of a network — such as friendship, advice, and collaboration ties — it finds communities that are coherent not just within one relation type but across all of them, revealing structure that single-layer analysis would miss.
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ScholarGateUporedite metode: Multilayer Stochastic Block Model · Multilayer Community Detection. Preuzeto 2026-06-18 sa https://scholargate.app/sr/compare