Distribution Estimates Consistent in χ2-Divergence

STATISTICS(2011)

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摘要
For a class of histogram based distribution estimators it is proved the consistency in chi(2)- divergence and expected chi(2)-divergence. For one of these estimators, introduced formerly by Barren, is also evaluated the rate of consistency in the expected chi(2)-divergence. These results are stronger than similar results formerly established in the literature for the total variation and Kullback's discrimination information, which are divergences dominated by the chi(2)-divergence.
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关键词
distribution estimates,Barron density estimator,consistency in chi-square divergence,rate of consistency
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