The Resource Generalized additive models : an introduction with R, Simon N. Wood
Generalized additive models : an introduction with R, Simon N. Wood
Resource Information
The item Generalized additive models : an introduction with R, Simon N. Wood represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of Missouri Libraries.This item is available to borrow from 1 library branch.
Resource Information
The item Generalized additive models : an introduction with R, Simon N. Wood represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of Missouri Libraries.
This item is available to borrow from 1 library branch.
 Summary
 "Generalized Additive Models: An Introduction with R imparts a thorough understanding of the theory and practical applications of GAMs and related advanced models, enabling informed use of these very flexible tools. The author bases his approach on a framework of penalized regression splines, and builds a wellgrounded foundation through motivating chapters on linear and generalized linear models. While firmly focused on the practical aspects of GAMs, discussions include fairly full explanations of the theory underlying the methods. Use of the freely available R software helps explain the theory and illustrates the practicalities of linear, generalized linear, and generalized additive models, as well as their mixed effect extensions. The treatment is rich with practical examples, and it includes an entire chapter on the analysis of real data sets using R and the author's addon package mgcv."BOOK JACKET
 Language
 eng
 Extent
 xvii, 391 pages
 Contents

 Linear models
 Generalized linear models
 Introducing GAM's
 Some GAM theory
 GAMs in practice: mgcv
 Mixed models and GAMMs
 Isbn
 9781584884743
 Label
 Generalized additive models : an introduction with R
 Title
 Generalized additive models
 Title remainder
 an introduction with R
 Statement of responsibility
 Simon N. Wood
 Language
 eng
 Summary
 "Generalized Additive Models: An Introduction with R imparts a thorough understanding of the theory and practical applications of GAMs and related advanced models, enabling informed use of these very flexible tools. The author bases his approach on a framework of penalized regression splines, and builds a wellgrounded foundation through motivating chapters on linear and generalized linear models. While firmly focused on the practical aspects of GAMs, discussions include fairly full explanations of the theory underlying the methods. Use of the freely available R software helps explain the theory and illustrates the practicalities of linear, generalized linear, and generalized additive models, as well as their mixed effect extensions. The treatment is rich with practical examples, and it includes an entire chapter on the analysis of real data sets using R and the author's addon package mgcv."BOOK JACKET
 Cataloging source
 DLC
 http://library.link/vocab/creatorName
 Wood, Simon N
 Dewey number
 519.2/82
 Illustrations
 illustrations
 Index
 index present
 LC call number
 QA274.73
 LC item number
 .W66 2006
 Literary form
 non fiction
 Nature of contents
 bibliography
 Series statement
 Texts in statistical science
 http://library.link/vocab/subjectName

 Random walks (Mathematics)
 Linear models (Statistics)
 R (Computer program language)
 Lineaire modellen
 R (computerprogramma)
 Random walks (statistiek)
 Label
 Generalized additive models : an introduction with R, Simon N. Wood
 Bibliography note
 Includes bibliographical references (pages 379383) 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
 Contents
 Linear models  Generalized linear models  Introducing GAM's  Some GAM theory  GAMs in practice: mgcv  Mixed models and GAMMs
 Control code
 64084887
 Dimensions
 25 cm
 Extent
 xvii, 391 pages
 Isbn
 9781584884743
 Isbn Type
 (acidfree paper)
 Lccn
 2006040209
 Media category
 unmediated
 Media MARC source
 rdamedia
 Media type code

 n
 Other control number
 9781584884743
 Other physical details
 illustrations
 System control number
 (OCoLC)64084887
 Label
 Generalized additive models : an introduction with R, Simon N. Wood
 Bibliography note
 Includes bibliographical references (pages 379383) 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
 Contents
 Linear models  Generalized linear models  Introducing GAM's  Some GAM theory  GAMs in practice: mgcv  Mixed models and GAMMs
 Control code
 64084887
 Dimensions
 25 cm
 Extent
 xvii, 391 pages
 Isbn
 9781584884743
 Isbn Type
 (acidfree paper)
 Lccn
 2006040209
 Media category
 unmediated
 Media MARC source
 rdamedia
 Media type code

 n
 Other control number
 9781584884743
 Other physical details
 illustrations
 System control number
 (OCoLC)64084887
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<div class="citation" vocab="http://schema.org/"><i class="fa faexternallinksquare fafw"></i> Data from <span resource="http://link.library.missouri.edu/portal/Generalizedadditivemodelsanintroduction/d2VobEbw3K4/" typeof="Book http://bibfra.me/vocab/lite/Item"><span property="name http://bibfra.me/vocab/lite/label"><a href="http://link.library.missouri.edu/portal/Generalizedadditivemodelsanintroduction/d2VobEbw3K4/">Generalized additive models : an introduction with R, Simon N. Wood</a></span>  <span property="potentialAction" typeOf="OrganizeAction"><span property="agent" typeof="LibrarySystem http://library.link/vocab/LibrarySystem" resource="http://link.library.missouri.edu/"><span property="name http://bibfra.me/vocab/lite/label"><a property="url" href="http://link.library.missouri.edu/">University of Missouri Libraries</a></span></span></span></span></div>