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Consistency of Empirical Likelihood and Maximum A-Posteriori Probability Under Misspecification

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  • Grendar, Marian
  • Judge, George G.

Abstract

Using a large deviations approach, Maximum A-Posteriori Probability (MAP) and Empirical Likelihood (EL) are shown to possess, under misspecification, an exclusive property of Bayesian consistency. Under conditions of consistency, regardless of prior the MAP estimator asymptotically coincides with EL. The consistency property is also studied for sampling processes other than iid.

Suggested Citation

  • Grendar, Marian & Judge, George G., 2008. "Consistency of Empirical Likelihood and Maximum A-Posteriori Probability Under Misspecification," CUDARE Working Papers 6053, University of California, Berkeley, Department of Agricultural and Resource Economics.
  • Handle: RePEc:ags:ucbecw:6053
    DOI: 10.22004/ag.econ.6053
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    Research Methods/ Statistical Methods;

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