Generalized Additive Models: 43 - Rilegato

Hastie, T.J.; Tibshirani, R.J.

Rilegato

ISBN 10: 0412343908 ISBN 13: 9780412343902

Casa editrice: Routledge, 1990

Riassunto

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.

Su questo libro

Contenuti:

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.

Product Description:

Book by Hastie TJ Tibshirani RJ

Su questa edizione

• Editore: Routledge
• Data di pubblicazione: 1990
• ISBN 10: 0412343908
• ISBN 13: 9780412343902
• Rilegatura: Copertina rigida
• Numero edizione: 1
• Numero di pagine: 352