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Quantile regression in big data: A divide and conquer based strategy 期刊论文
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2020, 卷号: 144, 页码: 17
Authors:  Chen, Lanjue;  Zhou, Yong
Favorite  |  View/Download:40/0  |  Submit date:2020/05/24
Data stream  Divide and conquer  Estimating equation  Massive data sets  Quantile regression  
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:27/0  |  Submit date:2021/04/26
distributed algorithm  big data  high quantile estimation  heavy-tailed distribution  Peak Over Threshold method  
Thekth power expectile regression 期刊论文
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2019, 页码: 31
Authors:  Jiang, Yingying;  Lin, Fuming;  Zhou, Yong
Favorite  |  View/Download:32/0  |  Submit date:2020/09/23
Asymptotic variance  Thekth power expectile  Expectiles  Quantiles  
Likelihood ratio-type tests in weighted composite quantile regression of DTARCH models 期刊论文
SCIENCE CHINA-MATHEMATICS, 2019, 卷号: 62, 期号: 12, 页码: 2571-2590
Authors:  Liu, Xiaoqian;  Song, Xinyuan;  Zhou, Yong
Favorite  |  View/Download:40/0  |  Submit date:2020/05/24
DTARCH model  quantile  weighted composite quantile regression  modified likelihood ratio test  restricted WCQR estimators  unrestricted WCQR estimators  
The nonparametric quantile estimation for length-biased and right-censored data 期刊论文
STATISTICS & PROBABILITY LETTERS, 2018, 卷号: 134, 页码: 150-158
Authors:  Shi, Jianhua;  Ma, Huijuan;  Zhou, Yong
Favorite  |  View/Download:49/0  |  Submit date:2018/07/30
Length-biased data  Right-censored data  Quantile estimation  Bahadur representation  
TOBIT QUANTILE REGRESSION OF LEFT-CENSORED LONGITUDINAL DATA WITH INFORMATIVE OBSERVATION TIMES 期刊论文
STATISTICA SINICA, 2018, 卷号: 28, 期号: 1, 页码: 527-548
Authors:  Wang, Zhanfeng;  Ding, Jieli;  Sun, Liuquan;  Wu, Yaohua
Favorite  |  View/Download:82/0  |  Submit date:2019/01/11
Bootstrap resampling  estimating equations  informative observation times  left-censored longitudinal data  Tobit quantile regression  
Quantile regression for competing risks analysis under case-cohort design 期刊论文
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2018, 卷号: 88, 期号: 6, 页码: 1060-1080
Authors:  Fan, Caiyun;  Ma, Huijuan;  Zhou, Yong
Favorite  |  View/Download:48/0  |  Submit date:2018/07/30
Augment inverse probability weighted  case-cohort design  competing risks  estimating equation  inverse probability weighted  quantile regression  
Frequentist model averaging estimation for the censored partial linear quantile regression model 期刊论文
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2017, 卷号: 189, 页码: 1-15
Authors:  Sun, Zhimeng;  Sun, Liuquan;  Lu, Xiaoling;  Zhu, Ji;  Li, Yongzhuang
Favorite  |  View/Download:50/0  |  Submit date:2018/07/30
Model averaging  Model selection  Partial linear model  Quantile regression  Random censoring  
Nonparametric and semiparametric estimation of quantile residual lifetime for length-biased and right-censored data 期刊论文
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2017, 卷号: 45, 期号: 2, 页码: 220-250
Authors:  Wang, Yixin;  Zhou, Zhefang;  Zhou, Xiao-Hua;  Zhou, Yong
Favorite  |  View/Download:29/0  |  Submit date:2018/07/30
Cox model  length-bias  quantile residual lifetime model  right-censoring  
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:18/0  |  Submit date:2018/07/30
High dimension  Huber loss  M-estimator  Optimal rate  Robust regularization