ScholarGate
Asistent

Compară metode

Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Centralitatea Bayesiană a Intermedierii×Analiza Bayesiană a Rețelelor Sociale×
DomeniuAnaliza rețelelorAnaliza rețelelor
FamilieMachine learningMachine learning
Anul apariției2010s2002
Autorul originalBrandes, U. (betweenness); Bayesian extension developed by multiple authors (2010s)Hoff, P. D.; Raftery, A. E.; Handcock, M. S.
TipProbabilistic network centrality measureProbabilistic / Bayesian network model
Sursa seminalăNewman, 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 ↗
Denumiri alternativeBayesian BC, probabilistic betweenness centrality, uncertainty-aware betweenness centrality, posterior betweenness estimationBayesian SNA, Bayesian network modeling, probabilistic social network analysis, Bayesian relational modeling
Înrudite35
RezumatBayesian 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.
ScholarGateSet de date
  1. v1
  2. 2 Surse
  3. PUBLISHED
  1. v1
  2. 2 Surse
  3. PUBLISHED

Mergi la căutare Descarcă prezentarea

ScholarGateCompară metode: Bayesian Betweenness Centrality · Bayesian Social Network Analysis. Preluat la 2026-06-17 de pe https://scholargate.app/ro/compare