Generalized Additive Models

Nonfiction, Science & Nature, Mathematics, Statistics
Cover of the book Generalized Additive Models by T.J. Hastie, CRC Press
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Author: T.J. Hastie ISBN: 9781351445962
Publisher: CRC Press Publication: October 19, 2017
Imprint: Routledge Language: English
Author: T.J. Hastie
ISBN: 9781351445962
Publisher: CRC Press
Publication: October 19, 2017
Imprint: Routledge
Language: English

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.

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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.

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