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A distributed quantile estimation algorithm of heavy-tailed distribution with massive datasets 期刊论文
MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2020, 卷号: 18, 期号: 1, 页码: 214-230
Authors:  Xie, Xiaoyue;  Shi, Jian
Favorite  |  View/Download：75/0  |  Submit date：2021/04/26
distributed algorithm  big data  high quantile estimation  heavy-tailed distribution  Peak Over Threshold method  
Estimation of high dimensional mean regression in the absence of symmetry and light tail assumptions 期刊论文
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2017, 卷号: 79, 期号: 1, 页码: 247-265
Authors:  Fan, Jianqing;  Li, Quefeng;  Wang, Yuyan
Favorite  |  View/Download：78/0  |  Submit date：2018/07/30
High dimension  Huber loss  M-estimator  Optimal rate  Robust regularization