Combinatorial Methods in Density Estimation

Name: Combinatorial Methods in Density Estimation
Brand: Springer-Verlag New York Inc.
SKU: 9780387951171
Price: 836.46 RON
Availability: InStock

Autor: Luc Devroye, Gabor Lugosi

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Legare: Copertă tare

Editura: Springer-Verlag New York Inc.

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836.46 lei

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

Informații despre carte

Autor

Luc Devroye, Gabor Lugosi

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2001

Pagini

209

EAN

9780387951171

ISBN

0387951172

Enbook ID

05248014

Editura

Springer-Verlag New York Inc.

Greutate

1090

Dimensiuni

155 x 235 x 17

Descriere completă

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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