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Simultaneous variable selection in regression analysis of multivariate interval-censored data 期刊论文
BIOMETRICS, 2021, 页码: 12
Authors:  Sun, Liuquan;  Li, Shuwei;  Wang, Lianming;  Song, Xinyuan;  Sui, Xuemei
Favorite  |  View/Download:146/0  |  Submit date:2022/04/02
EM algorithm  interval censoring  minimum information criterion  multivariate analysis  transformation models  
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:141/0  |  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:232/0  |  Submit date:2020/09/23
Continuous-time HMMs  Longitudinal data  ML estimator  Unknown number of hidden states  SCAD penalty  
Quantile regression of longitudinal data with informative observation times 期刊论文
JOURNAL OF MULTIVARIATE ANALYSIS, 2016, 卷号: 144, 页码: 176-188
Authors:  Chen, Xuerong;  Tang, Niansheng;  Zhou, Yong
Favorite  |  View/Download:137/0  |  Submit date:2018/07/30
Estimating equation  Informative observation times  Longitudinal data  Quantile regression  Resampling method