Conditional quantile estimation through optimal quantization

Isabelle Charlier, Davy Paindaveine, Jérôme Saracco

In this paper, we use quantization to construct a nonparametric estimator of conditional quantiles of a scalar response $Y$ given a d-dimensional vector of covariates $X$. First we…