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The Resource Generalized additive models : an introduction with R, Simon N. Wood, University of Bristol, UK

Generalized additive models : an introduction with R, Simon N. Wood, University of Bristol, UK

Label
Generalized additive models : an introduction with R
Title
Generalized additive models
Title remainder
an introduction with R
Statement of responsibility
Simon N. Wood, University of Bristol, UK
Creator
Subject
Language
eng
Summary
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. --
Member of
Assigning source
Provided by publisher
Cataloging source
DLC
http://library.link/vocab/creatorName
Wood, Simon N
Index
index present
Literary form
non fiction
Nature of contents
bibliography
Series statement
Chapman & Hall/CRC texts in statistical science
http://library.link/vocab/subjectName
  • Random walks (Mathematics)
  • Linear models (Statistics)
  • R (Computer program language)
Label
Generalized additive models : an introduction with R, Simon N. Wood, University of Bristol, UK
Link
https://opac.eui.eu/client/en_GB/default/search/detailnonmodal/ent:$002f$002fSD_ILS$002f0$002fSD_ILS:436182/one
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 455-465) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
ocn961213892
Dimensions
25 cm.
Edition
Second edition.
Extent
xx, 476 pages
Isbn
9781498728331
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
System control number
(OCoLC)961213892
Label
Generalized additive models : an introduction with R, Simon N. Wood, University of Bristol, UK
Link
https://opac.eui.eu/client/en_GB/default/search/detailnonmodal/ent:$002f$002fSD_ILS$002f0$002fSD_ILS:436182/one
Publication
Bibliography note
Includes bibliographical references (pages 455-465) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
ocn961213892
Dimensions
25 cm.
Edition
Second edition.
Extent
xx, 476 pages
Isbn
9781498728331
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
System control number
(OCoLC)961213892

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