Estimating density ratio with application to discriminant analysis

Abstract

The estimator ĥ for the ratio of densities based on grade transformation is introduced. Under certain conditions the strong uniform consistency of ĥ is proved and its asymptotic law is determined. The result is applied to study the behaviour of divergence curve used in discriminant analysis.