Uniform Asymptotics for Nonparametric Quantile Regression with an Application to Testing Monotonicity

Sokbae Lee, Kyungchul Song, Yoon-Jae Whang

In this paper, we establish a uniform error rate of a Bahadur representation for local polynomial estimators of quantile regression functions. The error rate is uniform over a rang…