Generalized Additive Models
Generalized Additive 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.
Simon N. Wood is a professor of Statistical Science at the University of Bristol, UK, and author of the R package mgcv.
PRP: 679.82 Lei
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611.84Lei
611.84Lei
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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.
Simon N. Wood is a professor of Statistical Science at the University of Bristol, UK, and author of the R package mgcv.
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