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Modelul Stocastic Dinamic de Blocuri×Analiza Rețelelor Temporale×
DomeniuAnaliza rețelelorAnaliza rețelelor
FamilieMachine learningProcess / pipeline
Anul apariției20112012
Autorul originalYang, T.; Chi, Y.; Zhu, S.; Gong, Y.; Jin, R.Holme & Saramäki (2012) — seminal framework
TipGenerative probabilistic modelDynamic graph analysis
Sursa seminalăYang, T., Chi, Y., Zhu, S., Gong, Y., & Jin, R. (2011). Detecting communities and their evolutions in dynamic social networks — a Bayesian approach. Machine Learning, 82(2), 157–189. DOI ↗Holme, P. & Saramäki, J. (2012). Temporal Networks. Physics Reports, 519(3), 97-125. DOI ↗
Denumiri alternativeDSBM, dynamic SBM, time-varying stochastic block model, temporal block modeldynamic network analysis, time-varying network analysis, Zamansal Ağ Analizi (Temporal / Dynamic Networks)
Înrudite53
RezumatThe Dynamic Stochastic Block Model (DSBM) is a generative probabilistic framework that extends the static stochastic block model to networks observed across multiple time points. It jointly models community membership and community evolution, allowing researchers to detect and track latent groups and their structural changes over time in longitudinal network data.Temporal network analysis, formalised by Holme and Saramäki in their landmark 2012 Physics Reports survey, is the study of networks in which edges appear and disappear over time. Rather than collapsing all contacts into a single static graph, the approach preserves the precise timing of interactions — whether as contact sequences, time-stamped event lists, or windowed snapshots — and uses that timing to track how influence, disease, or information can actually propagate through the system.
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  3. PUBLISHED

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ScholarGateCompară metode: Dynamic Stochastic Block Model · Temporal Network Analysis. Preluat la 2026-06-17 de pe https://scholargate.app/ro/compare