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Activity Number: 497
Type: Topic Contributed
Date/Time: Thursday, August 10, 2006 : 8:30 AM to 10:20 AM
Sponsor: Section on Bayesian Statistical Science
Abstract - #306900
Title: Leveling the Playing Field: Prior Choice and DSGE Model Comparisons
Author(s): Marco Del Negro*+
Companies: Federal Reserve Bank of Atlanta
Address: 1000 Peachtree Street, Atlanta, GA, 30309,
Keywords: Bayesian analysis ; DSGE models
Abstract:

What frictions are important in a DSGE model? In the Bayesian DSGE literature (e.g., Smets and Wouters 2003), this question is answered by computing the posterior odds of the model with and without the friction of interest. The prior distribution for the deep parameters plays a key role in these model comparisons. For some parameters, such as the autocorrelations and standard deviations of the structural shocks, the choice of the prior is not straightforward and can make a difference for model comparison. We provide an approach for choosing the prior that is aimed at leveling the playing field for DSGE model comparisons.


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