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Bayesiansk mellemhedscentralitet×Bayesiansk social netværksanalyse×
FagområdeNetværksanalyseNetværksanalyse
FamilieMachine learningMachine learning
Oprindelsesår2010s2002
OphavspersonBrandes, U. (betweenness); Bayesian extension developed by multiple authors (2010s)Hoff, P. D.; Raftery, A. E.; Handcock, M. S.
TypeProbabilistic network centrality measureProbabilistic / Bayesian network model
Oprindelig kildeNewman, M.E.J. (2010). Networks: An Introduction. Oxford University Press. ISBN: 978-0-19-920665-0Hoff, P. D., Raftery, A. E., & Handcock, M. S. (2002). Latent space approaches to social network analysis. Journal of the American Statistical Association, 97(460), 1090–1098. DOI ↗
AliasserBayesian BC, probabilistic betweenness centrality, uncertainty-aware betweenness centrality, posterior betweenness estimationBayesian SNA, Bayesian network modeling, probabilistic social network analysis, Bayesian relational modeling
Relaterede35
ResuméBayesian Betweenness Centrality estimates how often a node lies on shortest paths in a network while explicitly quantifying uncertainty arising from incomplete, sampled, or noisy edge observations. Rather than producing a single point estimate, it yields a posterior distribution over betweenness scores, enabling credible intervals and probabilistic comparisons between nodes.Bayesian Social Network Analysis applies Bayesian probabilistic inference to relational data, placing prior distributions over network parameters and updating them with observed tie data to yield full posterior distributions over structural features, tie probabilities, and latent actor positions. It enables principled uncertainty quantification in network models, making it especially valuable when data are sparse, partially observed, or subject to measurement error.
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ScholarGateSammenlign metoder: Bayesian Betweenness Centrality · Bayesian Social Network Analysis. Hentet 2026-06-15 fra https://scholargate.app/da/compare