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Robust Bayesian model averaging×Inferenza Bayesiana Gerarchica×
CampoBayesianoBayesiano
FamigliaBayesian methodsBayesian methods
Anno di origine1999–20121972 (Lindley & Smith); consolidated 1995–2013
IdeatoreHoeting, Madigan, Raftery, Volinsky (BMA); robustness extensions by Ley & Steel and othersLindley & Smith; Gelman et al.
TipoBayesian model selection and averagingBayesian multilevel model
Fonte seminaleHoeting, J. A., Madigan, D., Raftery, A. E., & Volinsky, C. T. (1999). Bayesian model averaging: A tutorial. Statistical Science, 14(4), 382–401. link ↗Gelman, 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
Aliasrobust BMA, outlier-robust BMA, robust model averaging, heavy-tailed BMAmultilevel Bayesian modeling, Bayesian hierarchical model, nested Bayesian model, partial pooling model
Correlati66
SintesiRobust Bayesian model averaging extends standard BMA by replacing sensitive conjugate priors with heavy-tailed or mixture priors (e.g., mixtures of g-priors), and optionally robust likelihoods, so that posterior model probabilities and averaged estimates remain stable when data contain outliers, influential observations, or when the prior on model parameters would otherwise dominate the results.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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ScholarGateConfronta i metodi: Robust Bayesian Model Averaging · Hierarchical Bayesian Inference. Consultato il 2026-06-15 da https://scholargate.app/it/compare