An Optimal Orthogonal Expansion for Classification of Patterns

In this correspondence, the Karhunen-Loève expansion is generalized for multiclass classification and some optimal properties desirable for the feature extraction process are proved. This expansion is based upon a weighted covariance matrix with the interclass and intraclass distances.