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Robust Bayesian Model Averaging×Inferència Bayesiana Robusta×
CampBayesiàBayesià
FamíliaBayesian methodsBayesian methods
Any d'origen1999–20121984–1990
Autor originalHoeting, Madigan, Raftery, Volinsky (BMA); robustness extensions by Ley & Steel and othersJames O. Berger
TipusBayesian model selection and averagingBayesian sensitivity / robustness framework
Font seminalHoeting, J. A., Madigan, D., Raftery, A. E., & Volinsky, C. T. (1999). Bayesian model averaging: A tutorial. Statistical Science, 14(4), 382–401. link ↗Berger, J. O. (1990). Robust Bayesian analysis: sensitivity to the prior. Journal of Statistical Planning and Inference, 25(3), 303–328. DOI ↗
Àliesrobust BMA, outlier-robust BMA, robust model averaging, heavy-tailed BMABayesian sensitivity analysis, prior robustness, epsilon-contamination Bayesian analysis, robust Bayes
Relacionats66
ResumRobust 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.Robust Bayesian inference extends standard Bayesian analysis by replacing a single prior distribution with a class of plausible priors and examining how much the posterior conclusions change across that class. Instead of committing to one prior, the analyst bounds the posterior quantity of interest, revealing whether findings are stable or critically dependent on prior assumptions.
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ScholarGateCompara mètodes: Robust Bayesian Model Averaging · Robust Bayesian Inference. Recuperat el 2026-06-15 de https://scholargate.app/ca/compare