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jomo (version 2.7-6)

Multilevel Joint Modelling Multiple Imputation

Description

Similarly to package 'pan', 'jomo' is a package for multilevel joint modelling multiple imputation (Carpenter and Kenward, 2013) . Novel aspects of 'jomo' are the possibility of handling binary and categorical data through latent normal variables, the option to use cluster-specific covariance matrices and to impute compatibly with the substantive model.

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Version

Install

install.packages('jomo')

Monthly Downloads

37,985

Version

2.7-6

License

GPL-2

Maintainer

Matteo Quartagno

Last Published

April 15th, 2023

Functions in jomo (2.7-6)

cldata

A simulated clustered dataset
ExamScores

Exam results for six inner London Education Authorities
jomo.glm.MCMCchain

glm Compatible JM Imputation - A tool to check convergence of the MCMC
jomo

Joint Modelling Imputation
jomo.MCMCchain

JM Imputation - A tool to check convergence of the MCMC
jomo.coxph

Joint Modelling Imputation Compatible with Cox Proportional Hazards Model
jomo.coxph.MCMCchain

coxph Compatible JM Imputation - A tool to check convergence of the MCMC
jomo.polr.MCMCchain

polr Compatible JM Imputation - A tool to check convergence of the MCMC
jomo.lm.MCMCchain

lm Compatible JM Imputation - A tool to check convergence of the MCMC
jomo.lm

Joint Modelling Imputation Compatible with Linear Regression Model
jomo.polr

Joint Modelling Imputation Compatible with Proportional Odds Ordinal Probit Regression
jomo.glmer

Joint Modelling Imputation Compatible with Generalized Linear Mixed Model
jomo.lmer

Joint Modelling Imputation Compatible with Linear Mixed-effects Regression Model
jomo.lmer.MCMCchain

lmer Compatible JM Imputation - A tool to check convergence of the MCMC
jomo.glm

Joint Modelling Imputation Compatible with glm Model
jomo.smc.MCMCchain

Substantive Model Compatible JM Imputation - A tool to check convergence of the MCMC
jomo.glmer.MCMCchain

glmer Compatible JM Imputation - A tool to check convergence of the MCMC
jomo1mix.MCMCchain

JM Imputation of single level data with mixed variable types
jomo.smc

Joint Modelling Substantive Model Compatible Imputation
jomo1con

JM Imputation of single level data with continuous variables only
jomo1.MCMCchain

JM Imputation of single level data - A tool to check convergence of the MCMC
jomo1cat

JM Imputation of single level data with categorical variables
jomo1con.MCMCchain

JM Imputation of single level data with continuous variables only - A tool to check convergence of the MCMC
jomo1

JM Imputation of single level data
jomo1cat.MCMCchain

JM Imputation of single level data with categorical variables - A tool to check convergence of the MCMC
jomo1ran.MCMCchain

JM Imputation of clustered data - A tool to check convergence of the MCMC
jomo1mix

JM Imputation of single level data with mixed variable types
jomo1ran

JM Imputation of clustered data
jomo1ranmix.MCMCchain

JM Imputation of clustered data with mixed variable types - A tool to check convergence of the MCMC
jomo1rancon

JM Imputation of clustered data with continuous variables only
jomo1rancathr.MCMCchain

JM Imputation of clustered data with categorical variables with cluster-specific covariance matrices - A tool to check convergence of the MCMC
jomo1rancon.MCMCchain

JM Imputation of clustered data with continuous variables only - A tool to check convergence of the MCMC
jomo1rancat

JM Imputation of clustered data with categorical variables
jomo1rancathr

JM Imputation of clustered data with categorical variables with cluster-specific covariance matrices
jomo1ranconhr.MCMCchain

JM Imputation of clustered data with continuous variables only with cluster-specific covariance matrices - A tool to check convergence of the MCMC
jomo1rancat.MCMCchain

JM Imputation of clustered data with categorical variables - A tool to check convergence of the MCMC
jomo1ranconhr

JM Imputation of clustered data with continuous variables only with cluster-specific covariance matrices
jomo2

JM Imputation of 2-level data
jomo2hr

JM Imputation of 2-level data assuming cluster-specific level-1 covariance matrices across level-2 unit
jomo2com

JM Imputation of 2-level data assuming a common level-1 covariance matrix across level-2 units.
jomo1ranmixhr.MCMCchain

JM Imputation of clustered data with mixed variable types with cluster-specific covariance matrices - A tool to check convergence of the MCMC
jomo1ranmixhr

JM Imputation of clustered data with mixed variable types with cluster-specific covariance matrices
jomo1ranmix

JM Imputation of clustered data with mixed variable types
sldata

A simulated single level dataset
jomo2hr.MCMCchain

JM Imputation of 2-level data assuming cluster-specific level-1 covariance matrices across level-2 units- A tool to check convergence of the MCMC
tldata

A simulated 2-level dataset
surdata

A simulated dataset with survival data
jomo2com.MCMCchain

JM Imputation of 2-level data assuming a common level-1 covariance matrix across level-2 units - A tool to check convergence of the MCMC
jomo2.MCMCchain

JM Imputation of 2-level data - A tool to check convergence of the MCMC
JSPmiss

Exam results for six inner London Education Authorities
jomo.clmm.MCMCchain

clmm Compatible JM Imputation - A tool to check convergence of the MCMC
jomo.clmm

Joint Modelling Imputation Compatible with Cumulative Link Mixed Model