Combinatorial Methods in Density Estimation

Name: Combinatorial Methods in Density Estimation
Brand: Springer-Verlag New York Inc.
SKU: 9780387951171
Price: 3198 CZK
Availability: InStock

Autor: Luc Devroye, Gabor Lugosi

Jazyk:

Vazba: Pevná

Vydavatel: Springer-Verlag New York Inc.

Dostupnost: Skladem u dodavatele

Odesíláme za 10-13 dnů

3 198 Kč

Density estimation has evolved enormously since the days of bar plots and histograms, but researcher...

Informace o knize

Autor

Luc Devroye, Gabor Lugosi

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2001

Stránek

209

EAN

9780387951171

ISBN

0387951172

Enbook ID

05248014

Vydavatel

Springer-Verlag New York Inc.

Hmotnost

1090

Rozměry

155 x 235 x 17

Kompletní popis

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 text explores 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. It is the first book on this topic. The text is intended for first-year graduate students in statistics and learning theory, and offers a host of opportunities for further research and thesis topics. Each chapter corresponds roughly to one lecture, and is supplemented with many classroom exercises. A one year course in probability theory at the level of Feller's Volume 1 should be more than adequate preparation.

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