Stan Uryasev

Nonparametric Distributional Regression via Quantile Regression

This paper proposes a new approach to estimating the distribution of a response variable conditioned on factors. We model the conditional quantile function as a mixture (weighted sum) of basis quantile functions, with weights depending on these factors. The estimation problem is formulated as a conv…