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Krahasoni metodat

Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.

Modeli Stokastik Dinamik i Bllokut×Zbulimi Dinamik i Komuniteteve×
FushaAnaliza e rrjeteveAnaliza e rrjeteve
FamiljaMachine learningMachine learning
Viti i origjinës20112010 (key formalization); earlier work 2002–2009
KrijuesiYang, T.; Chi, Y.; Zhu, S.; Gong, Y.; Jin, R.Mucha, P. J. et al. (key formalization); earlier work by Girvan & Newman (2002)
LlojiGenerative probabilistic modelGraph clustering / community discovery
Burimi themeluesYang, 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 ↗Mucha, P. J., Richardson, T., Macon, K., Porter, M. A., & Onnela, J.-P. (2010). Community structure in time-dependent, multiscale, and multiplex networks. Science, 328(5980), 876–878. DOI ↗
Emërtime të tjeraDSBM, dynamic SBM, time-varying stochastic block model, temporal block modelDCD, temporal community detection, evolving community detection, dynamic graph clustering
Të lidhura55
PërmbledhjaThe 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.Dynamic community detection identifies groups of densely connected nodes in networks that evolve over time, tracking how communities form, merge, split, and dissolve across temporal snapshots. Developed to extend static modularity optimization to time-varying structures, it is widely used in social, biological, and communication network research.
ScholarGateSeti i të dhënave
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ScholarGateKrahasoni metodat: Dynamic Stochastic Block Model · Dynamic Community Detection. Marrë më 2026-06-18 nga https://scholargate.app/sq/compare