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Model Blok Stokastik Temporal×Analisis Modularitas Temporal×
BidangAnalisis JaringanAnalisis Jaringan
KeluargaMachine learningMachine learning
Tahun asal2014–20172010
PencetusXu, K. S. & Hero, A. O.; Matias, C. & Miele, V.Mucha, P. J., Richardson, T., Macon, K., Porter, M. A., & Onnela, J.-P.
TipeGenerative probabilistic modelCommunity detection (temporal extension of modularity optimization)
Sumber perintisMatias, C. & Miele, V. (2017). Statistical clustering of temporal networks through a dynamic stochastic block model. Journal of the Royal Statistical Society: Series B, 79(4), 1119–1141. 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 ↗
AliasTSBM, dynamic stochastic block model, time-varying SBM, evolving block modeldynamic modularity, time-varying modularity, longitudinal community detection, temporal community structure analysis
Terkait45
RingkasanThe Temporal Stochastic Block Model (TSBM) extends the classic Stochastic Block Model to sequences of network snapshots, jointly inferring latent community memberships and how those memberships evolve across time. It combines a generative edge-probability model with a Markov process over block assignments, enabling principled statistical detection of community structure that changes over time.Temporal modularity analysis extends standard modularity-based community detection to time-varying networks by treating each time slice as a network layer and coupling adjacent layers with inter-temporal links. This allows researchers to identify how communities form, persist, merge, split, and dissolve over time in dynamic relational data.
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ScholarGateBandingkan metode: Temporal Stochastic Block Model · Temporal Modularity Analysis. Diakses 2026-06-17 dari https://scholargate.app/id/compare