Generalized Additive Models: An Introduction With R - Couverture rigide

Wood, Simon N.

 
9781498728331: Generalized Additive Models: An Introduction With R
Couverture rigide
ISBN 10 : 1498728332 ISBN 13 : 9781498728331
Editeur : Chapman & Hall/CRC, 2017

Synopsis

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

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

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Chapman & Hall/CRC
Date d'édition
2017
Langue
anglais
ISBN 10 
1498728332
ISBN 13 
9781498728331
Reliure
Relié
Numéro d'édition
2
Nombre de pages
496
Coordonnées du fabricant
non disponible
Personne responsable
non disponible