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math.ST2022★ 2 cited
Scalable estimation and inference for censored quantile regression process
Xuming He, Xiaoou Pan, Kean Ming Tan +1
Censored quantile regression (CQR) has become a valuable tool to study the heterogeneous association between a possibly censored outcome and a set of covariates, yet computation an…
math.ST2020★ 4 cited
Smoothed Quantile Regression with Large-Scale Inference
Xuming He, Xiaoou Pan, Kean Ming Tan +1
Quantile regression is a powerful tool for learning the relationship between a response variable and a multivariate predictor while exploring heterogeneous effects. In this paper,…