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Combinatorial Methods in Density Estimation / Luc Devroye, Gábor Lugosi

Publication :New York : Springer-Verlag, 2001Description : 1 vol. (XII-208 p.) ; 25 cmISBN : 978-0-387-95117-1.Sujet - Nom d'actualité : Analyse combinatoire Sujet : Estimation ;Statistique
Current location Call number Status Date due Barcode
Sophia Antipolis
EMS N 2007-534(CEP) Sur demande EMS N 2007-534(CEP)

Contents : Introduction.- Concentration Inequalities.- Uniform Deviation Inequalities.- Combinatorial Tools.- Total Variation.- Choosing a Density Estimate from a Collection.- Skeleton Estimates.- The Minimum Distance Estimate: Examples.- The Kernel Density Estimate.- Additive Estimates and Data Splitting.- Bandwidth Selection for Kernel Estimates.- Multiparameter Kernel Estimates.- Wavelet Estimates.- The Transformed Kernel Estimate.- Minimax Theory.- Choosing the Kernel Order.- Bandwidth Choice with Superkernels.

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