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Comparison of Two Frameworks for Analyzing Longitudinal Data 期刊论文
STATISTICAL SCIENCE, 2021, 卷号: 36, 期号: 4, 页码: 530-541
Authors:  Zhou, Jie;  Zhou, Xiao-Hua;  Sun, Liuquan
Favorite  |  View/Download:60/0  |  Submit date:2022/04/02
Clustered data framework  counting process framework  estimation procedures  longitudinal data  
Analysis of multivariate longitudinal data using dynamic lasso-regularized copula models with application to large pediatric cardiovascular studies 期刊论文
JOURNAL OF APPLIED STATISTICS, 2021, 页码: 28
Authors:  Zhang, Wei;  Wu, Colin O.;  Ma, Xiaoyang;  Tian, Xin;  Li, Qizhai
Favorite  |  View/Download:56/0  |  Submit date:2021/10/26
Dynamic copula model  functional parameter  lasso-regularized spline estimator  multivariate longitudinal data  statistical machine learning  time-varying covariate  
Continuous time hidden Markov model for longitudinal data 期刊论文
JOURNAL OF MULTIVARIATE ANALYSIS, 2020, 卷号: 179, 页码: 16
Authors:  Zhou, Jie;  Song, Xinyuan;  Sun, Liuquan
Favorite  |  View/Download:108/0  |  Submit date:2020/09/23
Continuous-time HMMs  Longitudinal data  ML estimator  Unknown number of hidden states  SCAD penalty  
A joint modeling approach for analyzing marker data in the presence of a terminal event 期刊论文
BIOMETRICS, 2020, 页码: 12
Authors:  Zhou, Jie;  Chen, Xin;  Song, Xinyuan;  Sun, Liuquan
Favorite  |  View/Download:110/0  |  Submit date:2020/05/24
joint modeling  longitudinal data analysis  marker process  medical costs  recurrent events  terminal event  
Semi-parametric small area inference in generalized semi-varying coefficient mixed effects models 期刊论文
STATISTICAL PAPERS, 2019, 卷号: 60, 期号: 4, 页码: 1039-1058
Authors:  Hu, Xuemei;  Yang, Weiming
Favorite  |  View/Download:90/0  |  Submit date:2020/01/10
Semi-parametric inference  Mixed effects models  Bootstrap  Generalized semi-varying coefficient mixed effects models  Longitudinal data  
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:130/0  |  Submit date:2019/01/11
Bootstrap resampling  estimating equations  informative observation times  left-censored longitudinal data  Tobit quantile regression  
Time-varying latent model for longitudinal data with informative observation and terminal event times 期刊论文
SCIENCE CHINA-MATHEMATICS, 2016, 卷号: 59, 期号: 12, 页码: 2393-2410
Authors:  Pei YanBo;  Du Ting;  Sun LiuQuan
Favorite  |  View/Download:78/0  |  Submit date:2018/07/30
estimating equations  informative observation times  joint modeling  longitudinal data  terminal event  time-varying effect  
Analyzing Longitudinal Data with Informative Observation and Terminal Event Times 期刊论文
ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES, 2016, 卷号: 32, 期号: 4, 页码: 1035-1052
Authors:  Miao, Rui;  Chen, Xin;  Sun, Liu-quan
Favorite  |  View/Download:98/0  |  Submit date:2018/07/30
borrow-strength method  frailty model  informative observation times  joint modeling  longitudinal data  terminal event  
Model averaging based on leave-subject-out cross-validation 期刊论文
JOURNAL OF ECONOMETRICS, 2016, 卷号: 192, 期号: 1, 页码: 139-151
Authors:  Gao, Yan;  Zhang, Xinyu;  Wang, Shouyang;  Zou, Guohua
Favorite  |  View/Download:61/0  |  Submit date:2018/07/30
Asymptotic optimality  Leave-subject-out cross-validation  Longitudinal data  Model averaging  Time series  
Joint analysis of longitudinal data with additive mixed effect model for informative observation times 期刊论文
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2016, 卷号: 169, 页码: 43-55
Authors:  Fang, Sha;  Zhang, Haixiang;  Sun, Liuquan
Favorite  |  View/Download:96/0  |  Submit date:2018/07/30
Additive mixed effect model  Estimating equations  Informative observation times  Joint modeling  Latent variables  Longitudinal data