Matrix algebra is extremely helpful in multiple regression for simplifying notation and algebraic manipulations. You must be familiar with the basic operations of matrices in order to understand the regression results presented. A brief introduction to the key matrix operations is given in this chapter. You are referred to matrix algebra texts, for example, Searle (1982), Searle and Hausman (1970), or Stewart (1973), for more complete presentations of matrix algebra.