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Bayesovská analýza ego sietí×Bayesovský exponenciálny model náhodných grafov×
OdborAnalýza sietíAnalýza sietí
RodinaMachine learningMachine learning
Rok vzniku2010s2011
TvorcaVarious (Bayesian SNA tradition; Krivitsky, Kolaczyk, Handcock among key contributors)Caimo, A., & Friel, N.
TypProbabilistic network modelBayesian statistical model for networks
Pôvodný zdrojKrivitsky, P. N., & Kolaczyk, E. D. (2015). On the question of effective sample size in network modeling: An asymptotic inquiry. Statistical Science, 30(2), 184–198. DOI ↗Caimo, A., & Friel, N. (2011). Bayesian inference for exponential random graph models. Social Networks, 33(1), 41–55. DOI ↗
Ďalšie názvyBayesian personal network analysis, Bayesian egocentric network analysis, probabilistic ego network modeling, Bayesian egonetBayesian ERGM, Bayesian p-star model, Bayesian p* model, BERGM
Príbuzné54
ZhrnutieBayesian ego network analysis applies probabilistic inference to ego-centered (personal) network data, combining a likelihood model for the ego's local network with prior distributions over network parameters. The result is a full posterior distribution that quantifies uncertainty about structural features such as alter composition, tie density, and network size — rather than producing point estimates alone.The Bayesian Exponential Random Graph Model (Bayesian ERGM or BERGM) extends the classical ERGM framework by placing prior distributions over the model parameters and using Markov chain Monte Carlo methods to obtain full posterior distributions. Introduced by Caimo and Friel (2011), it allows researchers to quantify parameter uncertainty and incorporate prior knowledge when modelling the structural features of social and other complex networks.
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ScholarGatePorovnať metódy: Bayesian Ego Network Analysis · Bayesian Exponential Random Graph Model. Získané 2026-06-15 z https://scholargate.app/sk/compare