doi:10.1093/biostatistics/1.4.465> (single event time) and by Williamson and colleagues (2008) <doi:10.1002/sim.3451> (competing risks events time) to a single continuous repeated measure. The time-to-event data is modelled using a (cause-specific) Cox proportional hazards regression model with time-varying covariates. The longitudinal outcome is modelled using a linear mixed effects model. The association is captured by a latent Gaussian process. The model is estimated using am Expectation Maximization algorithm. Some plotting functions and the variogram are also included. This project is funded by the Medical Research Council (Grant numbers G0400615 and MR/M013227/1).">

joineR: Joint Modelling of Repeated Measurements and Time-to-Event Data (original) (raw)

Analysis of repeated measurements and time-to-event data via random effects joint models. Fits the joint models proposed by Henderson and colleagues <doi:10.1093/biostatistics/1.4.465> (single event time) and by Williamson and colleagues (2008) <doi:10.1002/sim.3451> (competing risks events time) to a single continuous repeated measure. The time-to-event data is modelled using a (cause-specific) Cox proportional hazards regression model with time-varying covariates. The longitudinal outcome is modelled using a linear mixed effects model. The association is captured by a latent Gaussian process. The model is estimated using am Expectation Maximization algorithm. Some plotting functions and the variogram are also included. This project is funded by the Medical Research Council (Grant numbers G0400615 and MR/M013227/1).

Version: 1.2.8
Depends: R (≥ 3.6), survival
Imports: graphics, lattice, MASS, nlme, statmod, stats, utils
Suggests: knitr, rmarkdown, testthat, covr
Published: 2023-01-22
DOI: 10.32614/CRAN.package.joineR
Author: Pete Philipson ORCID iD [aut], Ines Sousa ORCID iD [aut], Peter J. Diggle ORCID iD [aut], Paula Williamson ORCID iD [aut], Ruwanthi Kolamunnage-DonaORCID iD [aut], Robin Henderson [aut], Graeme L. Hickey ORCID iD [aut, cre], Maria Sudell [ctb], Medical Research Council [fnd] (Grant numbers: G0400615 and MR/M013227/1)
Maintainer: Graeme L. Hickey
BugReports: https://github.com/graemeleehickey/joineR/issues
License: GPL-3 | file
URL: https://github.com/graemeleehickey/joineR/
NeedsCompilation: no
Citation: joineR citation info
Materials: README, NEWS
In views: Survival
CRAN checks: joineR results

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