Estimation of latent class mixed models, joint latent class mixed models and mixed models for curvilinear outcomes


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Documentation for package ‘lcmm’ version 1.6.3

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lcmm-package Estimation of Mixed Models, Latent Class Mixed Models and Joint Latent Class Mixed Models for different types of outcomes (quantitative, bounded, curvilinear and ordinal outcomes).
.Contlcmm For internal use only ...
.Ordlcmm For internal use only ...
data_hlme Simulated dataset for hlme function
data_Jointlcmm Simulated dataset for lcmm and Jointlcmm functions
Diffepoce Computation of the difference of EPOCE estimators and its 95% tracking interval between two joint latent class models estimated using 'Jointlcmm'
epoce Computation of estimators of the Expected Prognostic Observed Cross-Entropy for evaluating predictive accuracy of joint latent class models estimated using 'Jointlcmm'
factor.names For internal use only ...
hlme Estimation of latent class linear mixed models
Jointlcmm Estimation of joint latent class models for longitudinal and time-to-event data
lcmm Estimation of mixed-effect models and latent class mixed-effect models for different types of outcomes (continuous Gaussian, continuous non-Gaussian or ordinal)
mixture For internal use only ...
multlcmm Estimation of mutlivariate mixed-effect models and multivariate latent class mixed-effect models for longitudinal outcomes of multiple types (continuous Gaussian, continuous non-Gaussian - curvilinear)
plot.baselinerisk Plot of the class-specific baseline risk functions estimated from a joint latent class mixed model
plot.baselinerisk.Jointlcmm Plot of the class-specific baseline risk functions estimated from a joint latent class mixed model
plot.Diffepoce Plots
plot.epoce Plots
plot.hlme Plots of marginal and subject-specific residuals
plot.Jointlcmm Plots of marginal and subject-specific residuals
plot.lcmm Plots of marginal and subject-specific residuals
plot.linkfunction Plot of the estimated transformation between the outcome and the underlying latent process
plot.linkfunction.lcmm Plot of the estimated transformation between the outcome and the underlying latent process
plot.linkfunction.multlcmm Plot of the estimated transformation between the outcome and the underlying latent process
plot.multlcmm Plots of marginal and subject-specific residuals
plot.postprob Histograms of the posterior class-membership probabilities
plot.postprob.hlme Histograms of the posterior class-membership probabilities
plot.postprob.Jointlcmm Histograms of the posterior class-membership probabilities
plot.postprob.lcmm Histograms of the posterior class-membership probabilities
plot.postprob.multlcmm Histograms of the posterior class-membership probabilities
plot.predict Plot of class-specific marginal predictions for the longitudinal outcome
plot.predict.hlme Plot of class-specific marginal predictions for the longitudinal outcome
plot.predict.Jointlcmm Plot of class-specific marginal predictions for the longitudinal outcome
plot.predict.lcmm Plot of class-specific marginal predictions for the longitudinal outcome
plot.survival Plot of the class-specific event-free probabilities (survival functions) estimated from a joint latent class mixed model
plot.survival.Jointlcmm Plot of the class-specific event-free probabilities (survival functions) estimated from a joint latent class mixed model
postprob Posterior classification stemmed from a 'hlme', 'lcmm' or 'Jointlcmm' estimation
postprob.hlme Posterior classification stemmed from a 'hlme', 'lcmm' or 'Jointlcmm' estimation
postprob.Jointlcmm Posterior classification stemmed from a 'hlme', 'lcmm' or 'Jointlcmm' estimation
postprob.lcmm Posterior classification stemmed from a 'hlme', 'lcmm' or 'Jointlcmm' estimation
postprob.multlcmm Posterior classification stemmed from a 'hlme', 'lcmm' or 'Jointlcmm' estimation
predictL Class-specific marginal predictions in the latent process scale for 'lcmm' objects
predictL.lcmm Class-specific marginal predictions in the latent process scale for 'lcmm' objects
predictL.multlcmm Class-specific marginal predictions in the latent process scale for 'lcmm' objects
predictY Predicted values of a 'hlme', 'lcmm', 'multlcmm' or 'Jointlcmm' object in the natural scale of the longitudinal outcome for a specified profile of covariates.
predictY.hlme Predicted values of a 'hlme', 'lcmm', 'multlcmm' or 'Jointlcmm' object in the natural scale of the longitudinal outcome for a specified profile of covariates.
predictY.Jointlcmm Predicted values of a 'hlme', 'lcmm', 'multlcmm' or 'Jointlcmm' object in the natural scale of the longitudinal outcome for a specified profile of covariates.
predictY.lcmm Predicted values of a 'hlme', 'lcmm', 'multlcmm' or 'Jointlcmm' object in the natural scale of the longitudinal outcome for a specified profile of covariates.
predictY.multlcmm Predicted values of a 'hlme', 'lcmm', 'multlcmm' or 'Jointlcmm' object in the natural scale of the longitudinal outcome for a specified profile of covariates.
print.Diffepoce Brief summary of a 'hlme', 'lcmm','Jointlcmm','multlcmm', 'epoce' or 'Diffepoce' objects
print.epoce Brief summary of a 'hlme', 'lcmm','Jointlcmm','multlcmm', 'epoce' or 'Diffepoce' objects
print.hlme Brief summary of a 'hlme', 'lcmm','Jointlcmm','multlcmm', 'epoce' or 'Diffepoce' objects
print.Jointlcmm Brief summary of a 'hlme', 'lcmm','Jointlcmm','multlcmm', 'epoce' or 'Diffepoce' objects
print.lcmm Brief summary of a 'hlme', 'lcmm','Jointlcmm','multlcmm', 'epoce' or 'Diffepoce' objects
print.multlcmm Brief summary of a 'hlme', 'lcmm','Jointlcmm','multlcmm', 'epoce' or 'Diffepoce' objects
summary.Diffepoce Summary of a 'hlme', 'lcmm', 'Jointlcmm' 'epoce' or 'Diffepoce' objects
summary.epoce Summary of a 'hlme', 'lcmm', 'Jointlcmm' 'epoce' or 'Diffepoce' objects
summary.hlme Summary of a 'hlme', 'lcmm', 'Jointlcmm' 'epoce' or 'Diffepoce' objects
summary.Jointlcmm Summary of a 'hlme', 'lcmm', 'Jointlcmm' 'epoce' or 'Diffepoce' objects
summary.lcmm Summary of a 'hlme', 'lcmm', 'Jointlcmm' 'epoce' or 'Diffepoce' objects
summary.multlcmm Summary of a 'hlme', 'lcmm', 'Jointlcmm' 'epoce' or 'Diffepoce' objects