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Nonparametric Versus Parametric Goodness of Fit 

Authors: H. Liero a;  H. Laumluter a; V. Konakov a
Affiliation:   a University of Potsdam and CEMI, Russian Academy,
DOI: 10.1080/02331889808802632
Publication Frequency: 6 issues per year
Published in: journal Statistics, Volume 31, Issue 2 1998 , pages 115 - 149
Formats available: PDF (English)
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Abstract

We consider two tests for testing the hypothesis that a density f lies in a parametric class of densities. The first lest is based on the integrated squared distance of the kernel density estimator from its hypothetical expectation, the second test is based on the maximal deviation of the kernel estimate on a grid. The unknown parameter is estimated by the maximum likelihood estimator.

The main result is the derivation of the asymptotic behavior of the power of both tests under Pitman and “sharp peak” type alternatives. The connection of the rate of convergence of these local alternatives, the bandwidth of the kernel estimator, the parameter estimator and the power of both tests are studied and are compared. It turns out that under Pitman alternatives the L2-test is always not worse than the Lagr-test, but there exist sharp peak alternatives such that the Lagr-test is better.
Keywords: Goodness of fit tests; density tests; asymptotic power; local alternatives
AMS 1991 Subject Classifications: Primary: 62G10; 62G20
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