jmodelMultOjbect: Fitted jmodelMult Object

Description Value Author(s) See Also

Description

An object returned by the jmodelMult function, inheriting from class jmodelMult and representing a fitted joint model for survival and longitudinal data. Objects of this class have methods for the generic functions AIC, BIC, logLik, print, summary, and vcov.

Value

The following components must be included in a legitimate jmodelMult object.

coefficients

a list with the estimated parameters. The list is consist of the following components:

gamma

the vector of estimated coefficients for the B-spline basis functions in the nonparametric multiplicative random effects model.

phi

the vector of estimated coefficients for the covariates other than the covariate associated with the longitudinal process in the survival model.

alpha

the estimated coefficient for the covariate associated with the longitudinal process in the survival model.

Ysigma

the estimated measurement error standard deviation for the linear mixed-effects model.

Bsigma

the estimated variance-covariance matrix of the random effects.

lamb

a numeric matrix with two columns: the first column contains the unique observed survival times in ascending order; the second column contains the corresponding estimated baseline hazard values.

Vcov

the variance-covariance matrix evaluated at the estimated parameter values.

logLik

the log-likelihood (the joint likelihood) value.

est.bi

the estimated values for the random effects

call

a list containing an image of the jmodelTM call that produced the object.

numIter

the number of iterations used in the EM algorithm.

convergence

the convergence indicator: if "failure", usually more iterations are required.

control

the value of the control argument passed to jmodelTM.

time.SE

the CPU time used to compute the standard error estimates, i.e. the time use to compute the variance-covariance matrix for the parameter estimates.

N

the total number of repeated measurements for the longitudinal outcome.

n

the number of sample units.

d

the censoring indicator: 0 denotes censored survival time; 1 denotes observed survival time.

rho

the transformation parameter used for the survival model.

Author(s)

Cong Xu helenxu1112@gmail.com Pantelis Z. Hadjipantelis pantelis@ucdavis.edu

See Also

jmodelMult


JSM documentation built on Sept. 4, 2020, 1:08 a.m.

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