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Dynamický bayesovský hierarchický model×Hierarchické Bayesovské odvozování×
OborBayesovská statistikaBayesovská statistika
RodinaBayesian methodsBayesian methods
Rok vzniku1990s1972 (Lindley & Smith); consolidated 1995–2013
TvůrceWest, Harrison, and colleaguesLindley & Smith; Gelman et al.
TypBayesian hierarchical state-space modelBayesian multilevel model
Původní zdrojWest, M. & Harrison, J. (1997). Bayesian Forecasting and Dynamic Models (2nd ed.). Springer. ISBN: 978-0387947259Gelman, A., Carlin, J. B., Stern, H. S., Dunson, D. B., Vehtari, A. & Rubin, D. B. (2013). Bayesian Data Analysis (3rd ed.). CRC Press. ISBN: 978-1439840955
Další názvyDBHM, dynamic hierarchical Bayes, Bayesian dynamic multilevel model, state-space hierarchical Bayesian modelmultilevel Bayesian modeling, Bayesian hierarchical model, nested Bayesian model, partial pooling model
Příbuzné46
ShrnutíA Dynamic Bayesian Hierarchical Model combines the multilevel structure of Bayesian hierarchical models with an explicit time-evolution equation for the latent states. Observations at each time point are linked to unobserved dynamic states, which evolve according to a probabilistic transition law, while a shared hyperprior pools information across units or levels, enabling coherent inference over time and across groups simultaneously.Hierarchical Bayesian inference is a probabilistic modeling framework that organises parameters into levels, placing priors on the group-level parameters and hyperpriors on the parameters governing those priors. It enables partial pooling of information across groups, balancing the extremes of treating each group as independent or merging them into a single estimate.
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ScholarGatePorovnat metody: Dynamic Bayesian Hierarchical Model · Hierarchical Bayesian Inference. Získáno 2026-06-17 z https://scholargate.app/cs/compare