JSM 2011 Online Program

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Abstract Details

Activity Number: 143
Type: Invited
Date/Time: Monday, August 1, 2011 : 10:30 AM to 12:20 PM
Sponsor: International Society of Bayesian Analysis
Abstract - #300172
Title: Model Checking in an Expanded Graphical Modeling Framework
Author(s): Andrew Gelman*+
Companies: Columbia University
Address: Department of Statistics, New York, NY, 10027, USA
Keywords: Bayesian data analysis ; debugging ; posterior predictive check
Abstract:

We discuss how to expand the language of directed acyclic graphs to include model checking, model comparison, and debugging, along with the traditional graphical model task of inference within a model. We are not particularly interested in discrete model choice, model averaging, Bayes factors, etc.; rather, we are working in applied contexts in which we are continually building more complicated models which we need to understand in light of earlier, simpler efforts.


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