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Dynamic semiparametric transformation models for recurrent event data with a terminal event 期刊论文
STATISTICS IN MEDICINE, 2022, 页码: 16
作者:  Jin, Jin;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载：66/0  |  提交时间：2023/02/07
dynamic regression  marginal modeling  recurrent events  terminal event  time-varying coefficients  transformation models  
Surrogate space based dimension reduction for nonignorable nonresponse 期刊论文
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2022, 卷号: 168, 页码: 18
作者:  Deng, Jianqiu;  Yang, Xiaojie;  Wang, Qihua
收藏  |  浏览/下载：152/0  |  提交时间：2022/04/02
Sufficient dimension reduction  Nonignorable nonresponse  Cumulative mean estimation  Exponential tilting model  Regression calibration  Surrogate subspace  
Mixture proportional hazards cure model with latent variables 期刊论文
STATISTICS IN MEDICINE, 2021, 页码: 15
作者:  He, Haijin;  Han, Dongxiao;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载：127/0  |  提交时间：2022/04/02
cure model  factor analysis  latent variables  logistic regression  proportional hazards model  
On estimating optimal regime for treatment initiation time based on restricted mean residual lifetime 期刊论文
BIOMETRICS, 2021, 页码: 13
作者:  Chen, Xin;  Song, Rui;  Zhang, Jiajia;  Adams, Swann Arp;  Sun, Liuquan;  Lu, Wenbin
收藏  |  浏览/下载：151/0  |  提交时间：2021/10/26
individualized treatment regime  kernel estimation  optimal treatment initiation time  time-to-event data  value function  
A semiparametric mixture model approach for regression analysis of partly interval-censored data with a cured subgroup 期刊论文
STATISTICAL METHODS IN MEDICAL RESEARCH, 2021, 页码: 14
作者:  Sun, Liuquan;  Li, Shuwei;  Wang, Lianming;  Song, Xinyuan
收藏  |  浏览/下载：150/0  |  提交时间：2021/10/26
Expectation-maximization algorithm  maximum likelihood estimation  mixture cure model  partly interval-censored data  proportional hazards model  
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 15
作者:  Liu, Yixin;  Li, Zhao;  Pan, Shirui;  Gong, Chen;  Zhou, Chuan;  Karypis, George
收藏  |  浏览/下载：120/0  |  提交时间：2022/04/02
Anomaly detection  Task analysis  Graph neural networks  Unsupervised learning  Predictive models  Pattern matching  Training  Anomaly detection  attributed networks  contrastive self-supervised learning  graph neural networks (GNNs)  unsupervised learning  
Inference in a mixture additive hazards cure model 期刊论文
STATISTICS AND ITS INTERFACE, 2021, 卷号: 14, 期号: 3, 页码: 323-338
作者:  Han, Dongxiao;  He, Haijin;  Sun, Liuquan;  Song, Xinyuan;  Xu, Wei
收藏  |  浏览/下载：154/0  |  提交时间：2021/04/26
Additive hazards model  Cure model  Estimating equation  Logistic regression  Mixture  Model checking  
Continuous time hidden Markov model for longitudinal data 期刊论文
JOURNAL OF MULTIVARIATE ANALYSIS, 2020, 卷号: 179, 页码: 16
作者:  Zhou, Jie;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载：198/0  |  提交时间：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
作者:  Zhou, Jie;  Chen, Xin;  Song, Xinyuan;  Sun, Liuquan
收藏  |  浏览/下载：174/0  |  提交时间：2020/05/24
joint modeling  longitudinal data analysis  marker process  medical costs  recurrent events  terminal event  
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
作者:  Liu, Xiaoqian;  Song, Xinyuan;  Zhou, Yong
收藏  |  浏览/下载：181/0  |  提交时间：2020/05/24
DTARCH model  quantile  weighted composite quantile regression  modified likelihood ratio test  restricted WCQR estimators  unrestricted WCQR estimators