Wi... - Generalized Additive Models: An Introduction

Simon N. Wood's "Generalized Additive Models: An Introduction with R" is widely considered the definitive text on GAMs, balancing theoretical foundations with practical application via the mgcv R package. The text covers advanced topics including penalized regression splines and generalized additive mixed models. For further information, see the official documentation for the mgcv package on CRAN .