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Model fitting

mjoint()
Fit a joint model to time-to-event data and multivariate longitudinal data
mjoint.object
Fitted mjoint object
joineRML-package
joineRML: Joint Modelling of Multivariate Longitudinal Data and Time-to-Event Outcomes
joineRML
joineRML

Model summaries and inference

summary(<mjoint>)
Summary of an mjoint object
fixef(<mjoint>)
Extract fixed effects estimates from an mjoint object
ranef(<mjoint>)
Extract random effects estimates from an mjoint object
vcov(<mjoint>)
Extract an approximate variance-covariance matrix of estimated parameters from an mjoint object
confint(<mjoint>)
Confidence intervals for model parameters of an mjoint object
getVarCov(<mjoint>)
Extract variance-covariance matrix of random effects from an mjoint object
sigma(<mjoint>)
Extract residual standard deviation(s) from an mjoint object
logLik(<mjoint>)
Extract log-likelihood from an mjoint object
formula(<mjoint>)
Extract model formulae from an mjoint object

Prediction and dynamic prediction

fitted(<mjoint>)
Extract mjoint fitted values
residuals(<mjoint>)
Extract mjoint residuals
dynSurv()
Dynamic predictions for the time-to-event data sub-model
dynLong()
Dynamic predictions for the longitudinal data sub-model
baseHaz()
The baseline hazard estimate of an mjoint object

Plotting and diagnostics

plot(<mjoint>)
Plot diagnostics from an mjoint object
plot(<ranef.mjoint>)
Plot a ranef.mjoint object
plot(<dynSurv>)
Plot a dynSurv object
plot(<dynLong>)
Plot a dynLong object
plotConvergence()
Plot convergence time series for parameter vectors from an mjoint object

Simulation, resampling, and uncertainty

simData()
Simulate data from a joint model
sampleData()
Sample from an mjoint object
bootSE()
Standard errors via bootstrap for an mjoint object

Tidiers

tidy(<mjoint>) augment(<mjoint>) glance(<mjoint>)
Tidying methods for joint models for time-to-event data and multivariate longitudinal data
reexports augment glance tidy
Objects exported from other packages

Data

heart.valve
Aortic valve replacement surgery data
epileptic.qol
Quality of life data following epilepsy drug treatment
pbc2
Mayo Clinic primary biliary cirrhosis data
renal
Renal transplantation data