Challenges and opportunities for using big health care data to advance medical science and public health

SM Shortreed, AJ Cook, RY Coley… - American journal of …, 2019 - academic.oup.com
Methodological advancements in epidemiology, biostatistics, and data science have
strengthened the research world's ability to use data captured from electronic health records …

Regression analysis of clustered panel count data with additive mean models

W Wang, Z Cui, R Chen, Y Wang, X Zhao - Statistical Papers, 2024 - Springer
In biomedical studies, panel count data have been extensively investigated. Such data occur
if study subjects are monitored or observed only at some discrete time points during …

[图书][B] Statistical analysis of panel count data

J Sun, X Zhao - 2013 - Springer
Panel count data occur in studies that concern recurrent events, or event history studies,
when study subjects are observed only at discrete time points. By recurrent events, we mean …

Semiparametric regression analysis of longitudinal data with informative observation times

J Sun, DH Park, L Sun, X Zhao - Journal of the American Statistical …, 2005 - Taylor & Francis
Statistical analysis of longitudinal data has been discussed by many authors, and a number
of methods have been proposed. Most of the research have focused on situations where …

Robust estimation for panel count data with informative observation times

X Zhao, X Tong, J Sun - Computational Statistics & Data Analysis, 2013 - Elsevier
Panel count data usually occur in longitudinal follow-up studies that concern occurrence
rates of certain recurrent events and their analysis involves two processes. One is the …

Variable selection for mixed panel count data under the proportional mean model

L Ge, B Liang, T Hu, J Sun… - Statistical Methods in …, 2023 - journals.sagepub.com
Mixed panel count data have attracted increasing attention in medical research based on
event history studies. When such data arise, one either observes the number of event …

Simultaneous variable selection and estimation in semiparametric regression of mixed panel count data

L Ge, T Hu, Y Li - Biometrics, 2024 - academic.oup.com
Mixed panel count data represent a common complex data structure in longitudinal survey
studies. A major challenge in analyzing such data is variable selection and estimation while …

Statistical analysis of mixed recurrent event data with application to cancer survivor study

L Zhu, X Tong, H Zhao, J Sun… - Statistics in …, 2013 - Wiley Online Library
Event history studies occur in many fields including economics, medical studies, and social
science. In such studies concerning some recurrent events, two types of data have been …

Semiparametric Regression Analysis of Panel Count Data with Multiple Modes of Recurrence

MPM Ashlin, PG Sankaran, EP Sreedevi - Annals of Data Science, 2024 - Springer
Panel count data refers to the information collected in studies focusing on recurrent events,
where subjects are observed only at specific time points. If these study subjects are exposed …

Conditional modeling of panel count data with partly interval-censored failure event

X Hu, W Su, Z Ye, X Zhao - Biometrics, 2024 - academic.oup.com
In longitudinal follow-up studies, panel count data arise from discrete observations on
recurrent events. We investigate a more general situation where a partly interval-censored …