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L2 Version Of The Double Kernel Method 

Author: Belkacem Abdous a
Affiliation:   a Universiteacute du Queacutebec agrave Trois-Riviegraveres, Canada
DOI: 10.1080/02331889908802666
Publication Frequency: 6 issues per year
Published in: journal Statistics, Volume 32, Issue 3 1999 , pages 249 - 266
Formats available: PDF (English)
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Abstract

Consider two kernel density estimates having the same bandwidth but two different kernels. The criterion which minimizes the L1 distance between these two estimates is known as the double kernel method. In this work, instead of the L1 distance, we use the L2 one. Asymptotic behavior of this criterion and the corresponding bandwidth are investigated. It is shown that the L2 double kernel method and the least-squares cross-validation technique have almost the same properties. An implementation of the method is also proposed.
Keywords: Kernel density estimate; double kernel method; bandwidth; higher order kernels; rate of convergence
1991 Mathematics Subject Classification: Primary: 62G07; Secondary: 62G20; 62E20
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