1. A method for benchmarking a plurality of diagnostic algorithms for a particular application, comprising: obtaining a normalized product entropy ratio parameter; fixing a performance parameter vector to define a plurality of sensitivity parameters including a plurality of threshold parameters and a plurality of data parameters; and perturbing the plurality of threshold parameters and the plurality of data parameters to obtain a threshold sensitivity parameter and a data sensitivity parameter.