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Robust Bayesian Model Averaging×Robust Bayesiansk Inferens×
FagområdeBayesianskBayesiansk
FamilieBayesian methodsBayesian methods
Oprindelsesår1999–20121984–1990
OphavspersonHoeting, Madigan, Raftery, Volinsky (BMA); robustness extensions by Ley & Steel and othersJames O. Berger
TypeBayesian model selection and averagingBayesian sensitivity / robustness framework
Oprindelig kildeHoeting, 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 ↗
Aliasserrobust BMA, outlier-robust BMA, robust model averaging, heavy-tailed BMABayesian sensitivity analysis, prior robustness, epsilon-contamination Bayesian analysis, robust Bayes
Relaterede66
ResuméRobust 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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ScholarGateSammenlign metoder: Robust Bayesian Model Averaging · Robust Bayesian Inference. Hentet 2026-06-15 fra https://scholargate.app/da/compare