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क्षेत्रनेटवर्क विश्लेषणनेटवर्क विश्लेषण
परिवारMachine learningMachine learning
उद्भव वर्ष20112010 (key formalization); earlier work 2002–2009
प्रवर्तकYang, T.; Chi, Y.; Zhu, S.; Gong, Y.; Jin, R.Mucha, P. J. et al. (key formalization); earlier work by Girvan & Newman (2002)
प्रकारGenerative probabilistic modelGraph clustering / community discovery
मौलिक स्रोतYang, 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 ↗
उपनामDSBM, dynamic SBM, time-varying stochastic block model, temporal block modelDCD, temporal community detection, evolving community detection, dynamic graph clustering
संबंधित55
सारांशThe 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.
ScholarGateडेटासेट
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ScholarGateविधियों की तुलना करें: Dynamic Stochastic Block Model · Dynamic Community Detection. 2026-06-18 को यहाँ से प्राप्त https://scholargate.app/hi/compare