Luc Devroye / Gabor Lugosi. Combinatorial methods in density estimation

是 否 +2 论坛币

k人 参与回答

经管之家送您一份

应届毕业生专属福利!

求职就业群

赵安豆老师微信：zhaoandou666

经管之家联合CDA

送您一个全额奖学金名额~ !

立即领取

感谢您参与论坛问题回答

经管之家送您两个论坛币！

+2 论坛币

Luc Devroye, Gabor Lugosi, "Combinatorial Methods in Density Estimation"

Publisher:Springer | ISBN: 0387951172 | edition 2001 | Scan PDF | 208 pages

来自豆瓣的简介：

Density estimation has evolved enormously since the days of bar plots and histograms, but researchers and users are still struggling with the problem of the selection of the bin widths. This book is the first to explore a new paradigm for the data-based or automatic selection of the free parameters of density estimates in general so that the expected error is within a given constant multiple of the best possible error. The paradigm can be used in nearly all density estimates and for most model selection problems, both parametric and nonparametric.

目录：

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.

(Devroye et al, 2001)Combinatorial Methods in Density Estimation.pdf (14.18 MB, 需要: 1 个论坛币)

2012-12-10 16:46:34 上传

扫描版，清晰度还行
需要: 1 个论坛币  [购买]

扫码加我 拉你入群

请注明：姓名-公司-职位

以便审核进群资格，未注明则拒绝

分享0 收藏0 回帖

关键词：Estimation Density Methods Method ATION paradigm first methods explore general

谢楼主

As a companion to both Devroye et al. (1996). and Györfi et al. (2002), we can recommend Devroye and
Lugosi (2001); and of course read Vapnik (2000)...............