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Cover: 9780412343902 | Generalized Additive Models | T. J. Hastie (u. a.) | Buch | Englisch
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Generalized Additive Models
Buch von T. J. Hastie (u. a.)
Sprache: Englisch

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Beschreibung
This book describes an array of power tools for data analysis that are based on nonparametric regression and smoothing techniques. These methods relax the linear assumption of many standard models and allow analysts to uncover structure in the data that might otherwise have been missed. While McCullagh and Nelder's Generalized Linear Models shows how to extend the usual linear methodology to cover analysis of a range of data types, Generalized Additive Models enhances this methodology even further by incorporating the flexibility of nonparametric regression. Clear prose, exercises in each chapter, and case studies enhance this popular text.
This book describes an array of power tools for data analysis that are based on nonparametric regression and smoothing techniques. These methods relax the linear assumption of many standard models and allow analysts to uncover structure in the data that might otherwise have been missed. While McCullagh and Nelder's Generalized Linear Models shows how to extend the usual linear methodology to cover analysis of a range of data types, Generalized Additive Models enhances this methodology even further by incorporating the flexibility of nonparametric regression. Clear prose, exercises in each chapter, and case studies enhance this popular text.
Über den Autor
Hastie, T.J.
Inhaltsverzeichnis
Preface. Introduction. Smoothing. Smoothing in Detail. Additive Models. Some Theory for Additive Models. Generalized Additive Models. Response Transformation Models. Extensions to Other Settings. Further Topics. Case Studies. Appendices. References. Author Index. Subject Index.
Details
Empfohlen (bis): 18
Erscheinungsjahr: 1990
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Importe, Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9780412343902
ISBN-10: 0412343908
Sprache: Englisch
Einband: Gebunden
Autor: Hastie, T. J.
Tibshirani, R. J.
Hersteller: Chapman and Hall/CRC
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 235 x 157 x 23 mm
Von/Mit: T. J. Hastie (u. a.)
Erscheinungsdatum: 01.06.1990
Gewicht: 0,661 kg
Artikel-ID: 126939428
Über den Autor
Hastie, T.J.
Inhaltsverzeichnis
Preface. Introduction. Smoothing. Smoothing in Detail. Additive Models. Some Theory for Additive Models. Generalized Additive Models. Response Transformation Models. Extensions to Other Settings. Further Topics. Case Studies. Appendices. References. Author Index. Subject Index.
Details
Empfohlen (bis): 18
Erscheinungsjahr: 1990
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Importe, Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9780412343902
ISBN-10: 0412343908
Sprache: Englisch
Einband: Gebunden
Autor: Hastie, T. J.
Tibshirani, R. J.
Hersteller: Chapman and Hall/CRC
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 235 x 157 x 23 mm
Von/Mit: T. J. Hastie (u. a.)
Erscheinungsdatum: 01.06.1990
Gewicht: 0,661 kg
Artikel-ID: 126939428
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