A new comparison theorem on conditional quantiles

This paper studies the conditional quantile regression problem involving the pinball loss. We introduce a concept of τ-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.