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Bayesiuse sotsiaalvõrgustike analüüs×Võrgu leviku analüüs×
ValdkondVõrgustikuanalüüsVõrgustikuanalüüs
PerekondMachine learningMachine learning
Tekkeaasta20021927 (epidemic roots); network formalization 1990s–2000s
LoojaHoff, P. D.; Raftery, A. E.; Handcock, M. S.Kermack, W. O. & McKendrick, A. G.
TüüpProbabilistic / Bayesian network modelSimulation / analytical model
AlgallikasHoff, 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 ↗Kermack, W. O. & McKendrick, A. G. (1927). A contribution to the mathematical theory of epidemics. Proceedings of the Royal Society of London A, 115(772), 700–721. DOI ↗
RööpnimetusedBayesian SNA, Bayesian network modeling, probabilistic social network analysis, Bayesian relational modelingdiffusion on networks, information diffusion, contagion spreading model, network propagation model
Seotud55
KokkuvõteBayesian 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.Network diffusion analysis models how information, diseases, behaviors, or innovations spread across a graph of nodes and edges. Drawing on classical epidemic theory (SI, SIR, SIS) and modern network science, it tracks which nodes become infected, how quickly, and whether the spread reaches a global cascade or dies out locally.
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ScholarGateVõrdle meetodeid: Bayesian Social Network Analysis · Network Diffusion Analysis. Loetud 2026-06-15 aadressilt https://scholargate.app/et/compare