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wood simon n. - generalized additive models
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Generalized Additive Models An Introduction with R, Second Edition




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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 06/2017
Edizione: Edizione nuova, 2° edizione





Note Editore

The first edition of this book has established itself as one of the leading references on generalized additive models (GAMs), and the only book on the topic to be introductory in nature with a wealth of practical examples and software implementation. It is self-contained, providing the necessary background in linear models, linear mixed models, and generalized linear models (GLMs), before presenting a balanced treatment of the theory and applications of GAMs and related models. The author bases his approach on a framework of penalized regression splines, and while firmly focused on the practical aspects of GAMs, discussions include fairly full explanations of the theory underlying the methods. Use of R software helps explain the theory and illustrates the practical application of the methodology. Each chapter contains an extensive set of exercises, with solutions in an appendix or in the book’s R data package gamair, to enable use as a course text or for self-study.




Sommario

Preface Linear Models Linear Mixed Models Generalized Linear Models Introducing GAMs Smoothers GAM theory GAMs in Practice: mgcv Appendices A,B,C




Autore

Simon N. Wood is a professor of Statistical Science at the University of Bristol, UK, and author of the R package mgcv.










Altre Informazioni

ISBN:

9781498728331

Condizione: Nuovo
Collana: Chapman & Hall/CRC Texts in Statistical Science
Dimensioni: 9.25 x 6.25 in Ø 1.98 lb
Formato: Copertina rigida
Illustration Notes:145 b/w images, 5 tables, 39 halftones and 106 line drawings
Pagine Arabe: 476
Pagine Romane: xx


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