Robust Linear Discriminant Analysis Using Tyler's Estimator: Asymptotic Performance Characterization
We consider a robust version of regularized discriminant analysis (RDA) classifiers to account for potential spurious or mislabeled observations in the training data set. To build a robust discriminant rule, a robust estimation of the covariance matrix is essential. In this work, we propose to use a…