缺失数据,因果推断分析, 大数据分析,半参数模型,医学检验,脑科学,卫生经济,卫生服务领域发展新的统计方法
1.基于因果推断框架下的最优治疗方案选择的统计方法研究, 2018-2021,国家自然科学基金面上项目,负责人
2.体现中药特点的重大疾病新药临床评价技术平台建设,2019-2024,科技部重大专项,统计分析建模任务负责人
3.通过VAMCs对手术相关结果及成本的联合评估,2012-2015,美国联邦政府退伍军人事务部,主持人
4.建模退伍军人慢性病的卫生保健费用的统计方法,2009-2013,美国联邦政府退伍军人事务部,主持人
5.诊断医学中的统计方法,2005-2010,美国联邦政府国家卫生研究院,主持人
6.诊断医学中基于经验似然的统计方法,2006-2010,美国联邦政府国家自然科学基金,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.