Pitfalls of estimating the marginal likelihood using the modified harmonic mean

Publication Type:
Journal Article
Citation:
Economics Letters, 2015, 131 pp. 29 - 33
Issue Date:
2015-06-01
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© 2015 Elsevier B.V. The modified harmonic mean is widely used for estimating the marginal likelihood. We investigate the empirical performance of two versions of this estimator: one based on the observed-data likelihood and the other on the complete-data likelihood. Through an empirical example using US and UK inflation, we show that the version based on the complete-data likelihood has a substantial bias and tends to select the wrong model, whereas the version based on the observed-data likelihood works well.
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