### Books - [Generalized Linear Models and Extensions](https://www.amazon.com/Generalized-Linear-Models-Extensions-Fourth/dp/1597182257) - [Generalized Additive Models | Hastie, Tibshirani](https://www.amazon.com/Generalized-Additive-Monographs-Statistics-Probability/dp/0412343908) ### Lecture slides - [MIT 18.650 | Statistics for Applications](https://ocw.mit.edu/courses/18-650-statistics-for-applications-fall-2016/pages/lecture-slides/) - [MIT 18.655 | Graduate Mathematical Statistics](https://ocw.mit.edu/courses/18-655-mathematical-statistics-spring-2016/pages/lecture-notes/) - [Harvard BIO 233 | Theory of GLMS](https://www.hsph.harvard.edu/wp-content/uploads/sites/565/2018/08/233Spr15_Part4b_GLMs.pdf) ### Papers - [Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models](https://purehost.bath.ac.uk/ws/portalfiles/portal/254691/Wood_JRSSB_2011_73_1_3.pdf) by Wood, SN 2011 - [Regularized regression for categorical data](https://epub.ub.uni-muenchen.de/43139/1/1471082x16642560.pdf)