DISTANCE MEASURES AND DECISION REGIONS

Case I: Distributions with equal variances Decision surface boundary is a line separating the two distributions (general case is a hyperplane).
Case II: Distributions with unequal variances Direction of greatest variance is not the direction of discrimination.