The regularized discriminant analysis (RDA) is a generalization of the linear discriminant analysis (LDA) and the quadratic discriminant analysis (QDA). Both algorithms are special cases of this algorithm. If the alpha parameter is set to 1, this operator performs LDA. Similarly if the alpha parameter is set to 0, this operator performs QDA.