Random Forest based Qantile Oriented Sensitivity Analysis indices estimation

Abstract

We propose a random forest based estimation procedure for Quantile Oriented Sensitivity Analysis-QOSA. In order to be efficient, a cross validation step on the leaf size of trees is required. Our full estimation procedure is tested on both simulated data and a real dataset.