Comments on "Nonparametric feature selection" by Patrick, E.A., and Fisher, E.P.

In applications with high-dimensional spaces and relatively few samples, difficulties can arise in the feature selection algorithm proposed by Patrick and Fischer. This correspondence suggests a modification that overcomes these difficulties with little, if any, computational penalty.