Stochastic EM Algorithm for Joint Model of Logistic Regression and Mechanistic Nonlinear Model in Longitudinal Studies

Stochastic EM Algorithm for Joint Model of Logistic Regression and Mechanistic Nonlinear Model in Longitudinal Studies

We study a joint model where logistic regression is applied to binary longitudinal data with a mismeasured time-varying covariate that is modeled using a mechanistic nonlinear model. Multiple random effects are necessary to characterize the trajectories of the covariate and the response variable, le...

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Bibliographic Details
Main Author: Hongbin Zhang
Format: Article
Language:English
Published: MDPI AG 2023-05-01
Series:Mathematics
Subjects:
logistic regression
longitudinal binary data
measurement error
time-varying covariate
mechanistc nonelinear model
stochastic EM
Online Access:https://www.mdpi.com/2227-7390/11/10/2317

Internet

https://www.mdpi.com/2227-7390/11/10/2317

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