Roc curves determination by nonparametric methods

Abstract

A ROC curves estimation method is proposed, based on the nonparametric estimation of the distribution function. An optimal bandwidth expression based on the mean integrated squared error is estimated by means of a crossvalidation function. A simulation study is carried out and the methodology is applied to a set of patients data with diabetic diseases.