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बहुस्तरीय स्टोकेस्टिक ब्लॉक मॉडल×बहुस्तरीय समुदाय पहचान×
क्षेत्रनेटवर्क विश्लेषणनेटवर्क विश्लेषण
परिवारMachine learningMachine learning
उद्भव वर्ष2015-20172010–2014
प्रवर्तकPeixoto, T. P.; De Bacco, C. and colleaguesMucha, P. J. et al.; Kivela, M. et al.
प्रकारGenerative probabilistic modelCommunity detection algorithm for multilayer networks
मौलिक स्रोतPeixoto, 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 ↗
उपनामML-SBM, multilayer SBM, multi-layer stochastic block model, multiplex stochastic block modelmultilayer clustering, multiplex community detection, cross-layer community detection, MCD
संबंधित45
सारांशThe 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.
ScholarGateडेटासेट
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  1. v1
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  3. PUBLISHED

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ScholarGateविधियों की तुलना करें: Multilayer Stochastic Block Model · Multilayer Community Detection. 2026-06-18 को यहाँ से प्राप्त https://scholargate.app/hi/compare