ScholarGate
Asistent

Usporedite metode

Pregledajte odabrane metode jednu uz drugu; retci koji se razlikuju su istaknuti.

Dinamički stohastički blok model×Bayesian Stochastic Block Model (Bayesian SBM)×
PodručjeAnaliza mrežaAnaliza mreža
ObiteljMachine learningMachine learning
Godina nastanka20112001–2014
TvoracYang, T.; Chi, Y.; Zhu, S.; Gong, Y.; Jin, R.Nowicki, K. & Snijders, T. A. B.; extended by Peixoto, T. P.
VrstaGenerative probabilistic modelProbabilistic generative model with Bayesian inference
Temeljni izvorYang, 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 ↗Peixoto, T. P. (2014). Efficient Monte Carlo and greedy heuristic for the inference of stochastic block models. Physical Review E, 89(1), 012804. DOI ↗
Drugi naziviDSBM, dynamic SBM, time-varying stochastic block model, temporal block modelBayesian SBM, B-SBM, probabilistic block model, Bayesian community detection model
Srodne55
SažetakThe 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.The Bayesian Stochastic Block Model (Bayesian SBM) is a principled probabilistic method for community detection in networks. It treats group membership as a latent variable and uses Bayesian inference to simultaneously recover block structure and select the number of communities, avoiding the resolution-limit bias that plagues modularity-based approaches.
ScholarGateSkup podataka
  1. v1
  2. 2 Izvori
  3. PUBLISHED
  1. v1
  2. 2 Izvori
  3. PUBLISHED

Idi na pretraživanje Preuzmi prezentaciju

ScholarGateUsporedite metode: Dynamic Stochastic Block Model · Bayesian Stochastic Block Model. Preuzeto 2026-06-17 s https://scholargate.app/hr/compare