ldatrace performs Linear Discriminant Analysis with optional constraints on the transform matrix

Kernel Local Fisher Discriminant Analysis for Supervised Dimensionality Reduction

The High Dimensional Discriminant Analysis (HDDA) toolbox contains an efficient supervised classifier for high-dimensional data. This classifier is based on Gaussian models adapted for high-dimensional data. Reference: C. Bouveyron, S. Girard