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Bayesian comparison of models with inequality and equality constraints

Man-Suk Oh

Statistics & Probability Letters, 2014, vol. 84, issue C, 176-182

Abstract: A Bayesian model selection procedure for comparing models subject to inequality and/or equality constraints is proposed. An encompassing prior approach is used, and a general form of the Bayes factor of a constrained model against the encompassing model is derived. A simple estimation method is proposed which can estimate the Bayes factors for all candidate models simultaneously by using one set of samples from the encompassing model. A simulation study and a real data analysis demonstrate performance of the method.

Keywords: Multiple test; Bayes factor; Order constraints; ANOVA (search for similar items in EconPapers)
Date: 2014
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DOI: 10.1016/j.spl.2013.10.005

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