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- W2750874368 abstract "Although Bayesian inference is an immensely popular paradigm among a large segment of scientists including statisticians, most applications consider objective priors and need critical investigations (Efron, 2013, Science). While it has several optimal properties, a major drawback of Bayesian inference is the lack of robustness against data contamination and model misspecification, which becomes pernicious in the use of objective priors. This paper presents the general formulation of a Bayes pseudo-posterior distribution yielding robust inference. Exponential convergence results related to the new pseudo-posterior and the corresponding Bayes estimators are established under the general parametric set-up and illustrations are provided for the independent stationary as well as non-homogeneous models. Several additional details and properties of the procedure are described, including the estimation under fixed-design regression models." @default.
- W2750874368 created "2017-09-15" @default.
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- W2750874368 date "2017-08-31" @default.
- W2750874368 modified "2023-10-09" @default.
- W2750874368 title "General Robust Bayes Pseudo-Posterior: Exponential Convergence results with Applications" @default.
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