缺失數據,因果推斷分析, 大數據分析,半參數模型,醫學檢驗𓀚,腦科學,衛生經濟,衛生服務領域發展新的統計方法
1.基於因果推斷框架下的最優治療方案選擇的統計方法研究, 2018-2021,國家自然科學基金面上項目👩🏻⚕️,負責人
2.體現中藥特點的重大疾病新藥臨床評價技術平臺建設,2019-2024👨🏽🍼,科技部重大專項,統計分析建模任務負責人
3.通過VAMCs對手術相關結果及成本的聯合評估,2012-2015,美國聯邦政府退伍軍人事務部,主持人
4.建模退伍軍人慢性病的衛生保健費用的統計方法💂🏼♀️,2009-2013,美國聯邦政府退伍軍人事務部,主持人
5.診斷醫學中的統計方法,2005-2010🧑🦯,美國聯邦政府國家衛生研究院↘️☞,主持人
6.診斷醫學中基於經驗似然的統計方法,2006-2010,美國聯邦政府國家自然科學基金,主持人
1.Wang Z and Zhou XH*. Biomarker assessment and combination with differential covariate effects and an unknown gold standard, with an application to Alzhiemer's disease. Annals of Applied Statistics 2018; 12: 1204-1227.
2.Sheng E., Li W., and Zhou XH*. Estimating causal effects of treatment in RCTs with provider and subject noncompliance. Statistics in Medicine. , 38, 5, (738-750), (2018).
3.Fan Y, He M, Su L, and Zhou XH*. A Smoothed Q-Learning Algorithm for Estimating Optimal Dynamic Treatment Regimes. Scandinavian Journal of Statistics, 2019, 46, (2), 446-469.
4.Taylor L., Zhou XH*, and Rise P. A Tutorial in Assessing Disclosure Risk in Microdata. Statistics in Medicine 2018; 37: 3693-3706.
5.Zhu K, Huang Y., andZhou XH*. Tree-based ensemble methods for individualized treatment rules. Biostatistics & Epidemiology 2018; 2: 61-83.
6.Zheng C and Zhou XH**. Causal Mediation Analysis in Multi-level Intervention and Multi- component Mediator Case. Journal of Royal Statistical Society Series B (JRSS B) 2015; 77: 581-615.
7.Chen BJ, and Zhou XH*, and Chan G. Pseudoempirical-likelihood-based method using calibration for longitudinal data with dropout. JRSS C 2015; 64: 157-174.
8.Duan XG and Zhou XH*. Composite quantile regression for the receiver operating characteristic curve. Biometrika 2013; 100: 889-900.
9.Chen, BJ and Zhou, XH*. Generalized Partially Linear Models for Incomplete Longitudinal Data In the Presence of Population-Level Information. Biometrics 2013; 69(2):386-95.
10.Liu DP and Zhou XH*. Covariate adjustment in estimating the area under ROC curve with partially missing gold standard. Biometrics 2013; 69: 91-100.