A First Course in Linear Model Theory, 2nd ed.

In conclusion, I A First Course in Linear Model Theory i is an excellent graduate-level textbook that comprehensively covers the now classical linear regression model. Chapters 10-11 discuss fixed-, random-, and mixed-effects models; Chapter 12 covers generalized linear models (GLM); and Chapters 13-14 briefly touch upon various special topics, such as multivariate models, Bayesian linear regression models, nonparametric regression, and regularized regression. I A First Course in Linear Model Theory i is an excellent graduate-level textbook that offers a comprehensive collection of results on the classical linear model. [Extracted from the article]