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 …
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 …
if study subjects are monitored or observed only at some discrete time points during …
Semiparametric regression analysis of longitudinal data with informative observation times
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 …
of methods have been proposed. Most of the research have focused on situations where …
Robust estimation for panel count data with informative observation times
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 …
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
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 …
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 …
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 …
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
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 …
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
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 …
recurrent events. We investigate a more general situation where a partly interval-censored …