Linear Regression Analysis by George A. F. Seber
Concise, mathematically clear, and comprehensive treatment of the subject. Expanded coverage of diagnostics and methods of model fitting. Requires no specialized knowledge beyond a good grasp of matrix algebra and some acquaintance with straight-line regression and simple analysis of variance models. More than 200 problems throughout the book plus outline solutions for the exercises. This revision has been extensively class-tested.