Structure and Regularization of Fused Objectives in Kernel Discriminant Analysis for Small-Sample-Size Problems

Lingxiao Qu, Yan Pei

When the number of training samples is smaller than the dimension, discriminant analysis faces a singular within-class scatter matrix, and fused objectives that combine the total v…