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Englisch
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Beschreibung
Kernal Smoothing provides uninitiated readers with a feeling for the principles, applications, and analysis of kernel smoothers. This is facilitated by the authors' focus on the simplest settings, namely density estimation and nonparametric regression. They pay particular attention to the problem of choosing the smoothing parameter of a kernel smoother, and also treat the multivariate case in detail. The book is self-contained and assumes only a basic knowledge of statistics, calculus, and matrix algebra. It is an invaluable introduction to the main ideas of kernel estimation for students and researchers from other discipline and provides a comprehensive reference for those familiar with the topic.
Kernal Smoothing provides uninitiated readers with a feeling for the principles, applications, and analysis of kernel smoothers. This is facilitated by the authors' focus on the simplest settings, namely density estimation and nonparametric regression. They pay particular attention to the problem of choosing the smoothing parameter of a kernel smoother, and also treat the multivariate case in detail. The book is self-contained and assumes only a basic knowledge of statistics, calculus, and matrix algebra. It is an invaluable introduction to the main ideas of kernel estimation for students and researchers from other discipline and provides a comprehensive reference for those familiar with the topic.
Über den Autor
M.P. Wand, M.C. Jones
Inhaltsverzeichnis
Introduction
Univariate kernel density estimation
Bandwith selectionMultivariate kernel density estimation
Kernel regression
Selected extra topic
Appendices
Details
Erscheinungsjahr: | 1994 |
---|---|
Fachbereich: | Wahrscheinlichkeitstheorie |
Genre: | Mathematik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
Seiten: | 226 |
Inhalt: |
XII
212 S. |
ISBN-13: | 9780412552700 |
ISBN-10: | 0412552701 |
Sprache: | Englisch |
Einband: | Gebunden |
Autor: |
Jones, M. C.
Wand, M. P. |
Hersteller: |
Springer US
Taylor & Francis Ltd |
Maße: | 240 x 153 x 17 mm |
Von/Mit: | M. C. Jones (u. a.) |
Erscheinungsdatum: | 01.12.1994 |
Gewicht: | 0,445 kg |
Über den Autor
M.P. Wand, M.C. Jones
Inhaltsverzeichnis
Introduction
Univariate kernel density estimation
Bandwith selectionMultivariate kernel density estimation
Kernel regression
Selected extra topic
Appendices
Details
Erscheinungsjahr: | 1994 |
---|---|
Fachbereich: | Wahrscheinlichkeitstheorie |
Genre: | Mathematik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
Seiten: | 226 |
Inhalt: |
XII
212 S. |
ISBN-13: | 9780412552700 |
ISBN-10: | 0412552701 |
Sprache: | Englisch |
Einband: | Gebunden |
Autor: |
Jones, M. C.
Wand, M. P. |
Hersteller: |
Springer US
Taylor & Francis Ltd |
Maße: | 240 x 153 x 17 mm |
Von/Mit: | M. C. Jones (u. a.) |
Erscheinungsdatum: | 01.12.1994 |
Gewicht: | 0,445 kg |
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