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Könyv Combinatorial Methods in Density Estimation Luc Devroye

Combinatorial Methods in Density Estimation

Szerző: Luc Devroye, Gabor Lugosi
Nyelv: Angol
Kötés: Kemény kötésű
Kiadó: Springer-Verlag New York Inc.
Elérhetőség: Beszállítói készleten
Küldés 10-13 napon belül
53 915 Ft
Density estimation has evolved enormously since the days of bar plots and histograms, but researcher...

Információk a könyvről

Szerző
Luc Devroye, Gabor Lugosi
Nyelv
Angol
Kötés
Könyv - Kemény kötésű
Kiadva
2001
oldal
209
EAN
9780387951171
ISBN
0387951172
Enbook ID
05248014
Kiadó
Springer-Verlag New York Inc.
Súly
1090
Méretek
155 x 235 x 17

Teljes leírás

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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