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Combinatorial Methods in Density Estimation
Luc Devroye
Gábor Lugosi
出版
Springer My Copy UK
, 2011-04-26
主題
Mathematics / Group Theory
Mathematics / Probability & Statistics / General
Mathematics / Combinatorics
ISBN
1461301262
9781461301264
URL
http://books.google.com.hk/books?id=8LvGoAEACAAJ&hl=&source=gbs_api
註釋
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.
