Generalized Additive Models (An Introduction with R)
2006-02-27
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 flexible tools. The author's approach is based on a framework of penalized regression splines, and he builds the necessary foundation through motivating chapters on linear and generalized linear models. 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. An R package containing the featured datasets is freely available on the Internet.
- ISBN
- 9781584884743
- 출판일
- 2006-02-27
