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CRC Monographs on Statistics & Applied Probability #43: Generalized Additive Models

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CRC Monographs on Statistics & Applied Probability #43: Generalized Additive Models Cover

 

Synopses & Reviews

Book News Annotation:

Describes a new array of power tools for data analysis, based on nonparametric regression or smoothing techniques. These methods relax the usual linear assumption in many standard models, allowing the analyst to uncover structure in the data that otherwise might have been missed. Assumes masters-level statistics. Includes exercises.
Annotation c. Book News, Inc., Portland, OR (booknews.com)

Synopsis:

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.

Description:

Incldues bibliographical references (p. 311-324) and index.

Product Details

ISBN:
9780412343902
Author:
Hastie, Trevor J.
Author:
Tibshirani, Rob J.
Author:
Hastie, T. J.
Author:
Hastie, Hastie
Publisher:
CRC Press
Location:
London
Subject:
Regression analysis
Subject:
Linear models (statistics)
Subject:
Smoothing (Statistics)
Subject:
Linear models.
Subject:
Smoothing
Subject:
Statistique mathâematique
Subject:
Analyse de râegression
Subject:
Modáeles mathâematiques
Subject:
Modáeles linâeaires
Subject:
Probability & Statistics - General
Subject:
Lissage
Subject:
Mathematics | Probability and Statistics
Edition Number:
1st ed.
Edition Description:
Hardcover
Series:
Monographs on statistics and applied probability ;
Series Volume:
937643
Publication Date:
19900631
Binding:
Hardcover
Language:
English
Illustrations:
Yes
Pages:
335
Dimensions:
9.42x6.04x.91 in. 1.33 lbs.
Age Level:
18-18

Related Subjects

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Science and Mathematics » Mathematics » Probability and Statistics » Statistics

CRC Monographs on Statistics & Applied Probability #43: Generalized Additive Models
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Product details 335 pages Chapman & Hall/CRC - English 9780412343902 Reviews:
"Synopsis" by , 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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