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Modelul Stocastic pe Blocuri Multistratificat×Analiza Difuziei în Rețele Multistrat×
DomeniuAnaliza rețelelorAnaliza rețelelor
FamilieMachine learningMachine learning
Anul apariției2015-20172013–2014
Autorul originalPeixoto, T. P.; De Bacco, C. and colleaguesGomez, S. et al.; Boccaletti, S. et al.
TipGenerative probabilistic modelNetwork diffusion model
Sursa seminalăPeixoto, T. P. (2015). Inferring the mesoscale structure of layered, edge-valued, and time-varying networks. Physical Review E, 92(4), 042807. DOI ↗Gomez, S., Diaz-Guilera, A., Gomez-Gardenes, J., Perez-Vicente, C. J., Moreno, Y., & Arenas, A. (2013). Diffusion dynamics on multiplex networks. Physical Review Letters, 110(2), 028701. DOI ↗
Denumiri alternativeML-SBM, multilayer SBM, multi-layer stochastic block model, multiplex stochastic block modelmultiplex diffusion analysis, multilayer spreading analysis, cross-layer contagion analysis, diffusion on multiplex networks
Înrudite46
RezumatThe 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 Network Diffusion Analysis models how information, disease, or influence spreads across a system composed of multiple, interconnected network layers. By coupling diffusion processes across layers — for instance social ties, transport routes, and online channels simultaneously — it reveals how cross-layer interactions accelerate or dampen spreading and lowers epidemic thresholds compared to single-layer models.
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ScholarGateCompară metode: Multilayer Stochastic Block Model · Multilayer Network Diffusion Analysis. Preluat la 2026-06-15 de pe https://scholargate.app/ro/compare