High-Dimensional Quantile Regression: Convolution Smoothing and Concave Regularization

12 September 2021

Papers citing "High-Dimensional Quantile Regression: Convolution Smoothing and Concave Regularization"

14 / 14 papers shown

Title
Efficient Distributed Learning over Decentralized Networks with Convoluted Support Vector Machine Canyi Chen Nan Qiao Liping Zhu 55 0 0 10 Mar 2025
A Pathwise Coordinate Descent Algorithm for LASSO Penalized Quantile Regression Sanghee Kim Sumanta Basu 36 0 0 17 Feb 2025
A Conformal Approach to Feature-based Newsvendor under Model Misspecification Junyu Cao 73 0 0 17 Dec 2024
Smoothed Robust Phase Retrieval Zhong Zheng Lingzhou Xue 22 2 0 03 Sep 2024
fastkqr: A Fast Algorithm for Kernel Quantile Regression Qian Tang Yuwen Gu Boxiang Wang 14 1 0 10 Aug 2024
Private Optimal Inventory Policy Learning for Feature-based Newsvendor with Unknown Demand Tuoyi Zhao Wen-Xin Zhou Lan Wang 19 1 0 23 Apr 2024
Safe Collaborative Filtering Riku Togashi Tatsushi Oka Naoto Ohsaka Tetsuro Morimura 11 1 0 08 Jun 2023
Computationally Efficient and Statistically Optimal Robust High-Dimensional Linear Regression Yinan Shen Jingyang Li Jian-Feng Cai Dong Xia 19 1 0 10 May 2023
Scalable estimation and inference for censored quantile regression process Xuming He Xiaoou Pan Kean Ming Tan Wen-Xin Zhou 16 12 0 23 Oct 2022
Distributed Estimation and Inference for Semi-parametric Binary Response Models X. Chen Wenbo Jing Weidong Liu Yichen Zhang 21 2 0 15 Oct 2022
Fast Inference for Quantile Regression with Tens of Millions of Observations S. Lee Yuan Liao M. Seo Youngki Shin 24 6 0 29 Sep 2022
A Unified Algorithm for Penalized Convolution Smoothed Quantile Regression Rebeka Man Xiaoou Pan Kean Ming Tan Wen-Xin Zhou 14 13 0 05 May 2022
Communication-Constrained Distributed Quantile Regression with Optimal Statistical Guarantees Kean Ming Tan Heather Battey Wen-Xin Zhou 8 22 0 25 Oct 2021
yaglm: a Python package for fitting and tuning generalized linear models that supports structured, adaptive and non-convex penalties Iain Carmichael T. Keefe Naomi Giertych Jonathan P. Williams 11 1 0 11 Oct 2021