Generalized Additive Models

T.J. Hastie, R.J. Tibshirani (Autoren)

Buch | Hardcover

352 Seiten

1990
Chapman & Hall/CRC (Verlag)
9780412343902 (ISBN)

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A variety of power tools for data analysis, based on non-parametric regression or smoothing techniques, are described in this text. These methods relax the usual linear assumption in many standard models, allowing the analyst to uncover structure in data.

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.

Hastie, T.J.

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.

Erscheint lt. Verlag	1.6.1990
Reihe/Serie	Chapman & Hall/CRC Monographs on Statistics and Applied Probability
Sprache	englisch
Maße	152 x 229 mm
Gewicht	810 g
Themenwelt	Sozialwissenschaften ► Soziologie ► Empirische Sozialforschung
ISBN-13	9780412343902 / 9780412343902
Zustand	Neuware