Providing a self-contained exposition of the theory of linear models, this treatise strikes a compromise between theory and practice, providing a sound theoretical basis while putting the theory to work in important cases. The basic idea of the book is to provide readers with enough background to further explore the theory and applications of linear models on their own. The treatment is not meant to be exhaustive; in particular, it is essentially limited to models with one component of variation.