A new comparison theorem on conditional quantiles

Abstract

This paper studies the conditional quantile regression problem involving the pinball loss. We introduce a concept of $\tau$-quantile of $p$-average logarithmic type $q$ to complement the previous study by Steinwart and Christman (2008, 2011) [1], [2]. A new comparison theorem is provided which can be used for further error analysis of some learning algorithms.