The algebraic basis of classical multivariate methods

Although the classical multivariate techniques are often taught separately, the basic algebra involved in most of them is very similar. This is because many of these methods arise from the optimization of a criterion that can be expressed as a quadratic function, or the ratio of quadratic functions, after an a priori structure has been imposed on the data matrix. This approach is demonstrated, and some modern computational methods briefly given.