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This chapter introduces the general linear model, illustrating how it subsumes a variety of standard applied models. It also introduces random vectors and matrices and the distributions that will be used with them. Finally, it introduces generalized linear models, which are different from general linear models. It is important to be familiar with the background in Appendices A through E before getting into the book.