ScholarGate
Asistent

Uporedite metode

Pregledajte izabrane metode jednu pored druge; redovi koji se razlikuju su istaknuti.

Bajezijanska detekcija zajednica×Analiza modularnosti×
OblastAnaliza mrežaAnaliza mreža
PorodicaMachine learningMachine learning
Godina nastanka2001–20142004
TvoracNowicki, K. & Snijders, T. A. B. (formal Bayesian framing); extended by Peixoto, T. P.Newman, M. E. J. & Girvan, M.
TipProbabilistic generative model / inferenceCommunity detection / graph partitioning
Temeljni izvorPeixoto, T. P. (2014). Efficient Monte Carlo and greedy heuristic for the inference of stochastic block models. Physical Review E, 89(1), 012804. DOI ↗Newman, M. E. J., & Girvan, M. (2004). Finding and evaluating community structure in networks. Physical Review E, 69(2), 026113. DOI ↗
Drugi naziviBayesian graph clustering, probabilistic community detection, Bayesian stochastic block model community detection, Bayesian network partitioningQ-modularity, community structure detection, network modularity optimization, graph partitioning by modularity
Srodne55
SažetakBayesian community detection infers latent group structure in networks by treating community membership as unobserved variables and using Bayesian inference — typically via Markov chain Monte Carlo or variational methods — to compute a posterior distribution over all plausible partitions. Unlike modularity optimisation, it selects the number of communities from data and provides principled uncertainty estimates for every node assignment.Modularity analysis is a network science method, formalized by Newman and Girvan in 2004, that detects community structure in graphs by measuring whether edges are more concentrated within groups than expected by chance. Its scalar quality index Q guides algorithms that partition nodes into cohesive clusters, making it the most widely adopted framework for community detection in social, biological, and technological networks.
ScholarGateSkup podataka
  1. v1
  2. 2 Izvori
  3. PUBLISHED
  1. v1
  2. 2 Izvori
  3. PUBLISHED

Idi na pretragu Preuzmi slajdove

ScholarGateUporedite metode: Bayesian Community Detection · Modularity Analysis. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare