My doc on GAMs.
Wood, S. N. 2006. Generalized Additive Models: An Introduction with R.
Fahrmeir, Ludwig, Thomas Kneib, Stefan Lang, and Brian Marx. 2013. Regression: Models, Methods and Applications. (electronic access through UM library)