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Robust Bayesian model averaging×Inferens Bayesian Teguh×
BidangBayesianBayesian
KeluargaBayesian methodsBayesian methods
Tahun asal1999–20121984–1990
PengasasHoeting, Madigan, Raftery, Volinsky (BMA); robustness extensions by Ley & Steel and othersJames O. Berger
JenisBayesian model selection and averagingBayesian sensitivity / robustness framework
Sumber perintisHoeting, 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 ↗
Aliasrobust BMA, outlier-robust BMA, robust model averaging, heavy-tailed BMABayesian sensitivity analysis, prior robustness, epsilon-contamination Bayesian analysis, robust Bayes
Berkaitan66
RingkasanRobust 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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ScholarGateBandingkan kaedah: Robust Bayesian Model Averaging · Robust Bayesian Inference. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare