Rejoinder: Bayesian Checking of the Second Levels of Hierarchical Models

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Rejoinder: Bayesian Checking of the Second Levels of Hierarchical Models

We would like to thank the discussants for the valuable insights and for commenting on important aspects of model checking that we did not touch in our paper. Our goal was modest (but crucial): to select an appropriate distribution with which to judge the compatibility of the data with a hypothesized (hierarchical) model, when the test statistic is not ancillary and an improper prior is used fo...

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Comment: Bayesian Checking of the Second Levels of Hierarchical Models

Bayarri and Castellanos (BC) have written an interesting paper discussing two forms of posterior model check, one based on cross-validation and one based on replication of new groups in a hierarchical model. We think both these checks are good ideas and can become even more effective when understood in the context of posterior predictive checking. For the purpose of discussion, however, it is m...

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Bayesian Checking of the Second Levels of Hierarchical Models

Hierarchical models are increasingly used in many applications. Along with this increased use comes a desire to investigate whether the model is compatible with the observed data. Bayesian methods are well suited to eliminate the many (nuisance) parameters in these complicated models; in this paper we investigate Bayesian methods for model checking. Since we contemplate model checking as a prel...

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ژورنال

عنوان ژورنال: Statistical Science

سال: 2007

ISSN: 0883-4237

DOI: 10.1214/07-sts235rej