mitml: Tools for Multiple Imputation in Multilevel Modeling

Provides tools for multiple imputation of missing data in multilevel modeling. Includes a user-friendly interface to the packages 'pan' and 'jomo', and several functions for visualization, data management and the analysis of multiply imputed data sets.

Install the latest version of this package by entering the following in R:
install.packages("mitml")
AuthorSimon Grund [aut,cre], Alexander Robitzsch [aut], Oliver Luedtke [aut]
Date of publication2017-03-15 13:16:25
MaintainerSimon Grund <grund@ipn.uni-kiel.de>
LicenseGPL (>= 2)
Version0.3-5

View on CRAN

Man pages

amelia2mitml.list: Convert objects of class 'amelia' to 'mitml.list'

anova.mitml.result: Compare several nested models

as.mitml.list: Convert a list of data sets to 'mitml.list'

clusterMeans: Calculate cluster means

c.mitml.list: Concatenate lists of imputed data sets

is.mitml.list: Check if an object is of class 'mitml.list'

jomoImpute: Impute multilevel missing data using 'jomo'

justice: Example data set on employees' justice perceptions and...

leadership: Example data set on leadership style and job satisfaction

long2mitml.list: Convert imputations from long format to 'mitml.list'

mids2mitml.list: Convert objects of class 'mids' to 'mitml.list'

mitmlComplete: Extract imputed data sets

mitml-package: mitml: Tools for multiple imputation in multilevel modeling

multilevelR2: Calculate R-squared measures for multilevel models

panImpute: Impute multilevel missing data using 'pan'

plot.mitml: Print diagnostic plots

read.mitml: Read 'mitml' objects from file

sort.mitml.list: Sort a list of imputed data sets

studentratings: Example data set on student's ratings and achievement

subset.mitml.list: Subset a list of imputed data sets

summary.mitml: Summary measures for imputation models

testConstraints: Test functions and constraints of model parameters

testEstimates: Compute final estimates and inferences

testModels: Test multiple parameters and compare nested models

with.mitml.list: Evaluate an expression in a list of imputed data sets

write.mitml: Write 'mitml' objects to file

write.mitmlMplus: Write 'mitml' objects to Mplus format

write.mitmlSAV: Write 'mitml' objects to native SPSS format

write.mitmlSPSS: Write 'mitml' objects to SPSS compatible format

Functions

amelia2mitml.list Man page
anova.mitml.result Man page
as.mitml.list Man page
cbind.mitml.list Man page
clusterMeans Man page
c.mitml.list Man page
is.mitml.list Man page
jomo2mitml.list Man page
jomoImpute Man page
justice Man page
leadership Man page
long2mitml.list Man page
mids2mitml.list Man page
mitmlComplete Man page
mitml-package Man page
multilevelR2 Man page
panImpute Man page
plot.mitml Man page
rbind.mitml.list Man page
read.mitml Man page
sort.mitml.list Man page
studentratings Man page
subset.mitml.list Man page
summary.mitml Man page
testConstraints Man page
testEstimates Man page
testModels Man page
within.mitml.list Man page
with.mitml.list Man page
write.mitml Man page
write.mitmlMplus Man page
write.mitmlSAV Man page
write.mitmlSPSS Man page

Files

inst
inst/doc
inst/doc/Introduction.Rmd
inst/doc/Introduction.R
inst/doc/Introduction.html
NAMESPACE
NEWS
data
data/justice.rda
data/leadership.rda
data/studentratings.rda
R
R/print.mitml.R R/with.mitml.list.R R/print.mitml.anova.R R/amelia2mitml.list.R R/internal-convergence.R R/internal-getVC.R R/internal-getLR.R R/write.mitmlSPSS.R R/internal-model.R R/mitmlComplete.R R/write.mitmlMplus.R R/plot.mitml.R R/mids2mitml.list.R R/testConstraints.R R/print.mitml.summary.R R/anova.mitml.result.R R/write.mitml.R R/testEstimates.R R/subset.mitml.list.R R/panImpute.R R/internal-getCOEF.R R/testModels.R R/jomoImpute.R R/long2mitml.list.R R/multilevelR2.R R/clusterMeans.R R/summary.mitml.R R/is.mitml.list.R R/print.mitml.testEstimates.R R/write.mitmlSAV.R R/cbind.mitml.list.R R/print.mitml.testConstraints.R R/within.mitml.list.R R/print.mitml.testModels.R R/read.mitml.R R/jomo2mitml.list.R R/c.mitml.list.R R/zzz.R R/rbind.mitml.list.R R/as.mitml.list.R R/sort.mitml.list.R R/internal-zzz.R
vignettes
vignettes/Introduction.Rmd
vignettes/css
vignettes/css/vignette.css
README.md
MD5
build
build/vignette.rds
DESCRIPTION
man
man/testModels.Rd man/panImpute.Rd man/read.mitml.Rd man/write.mitmlMplus.Rd man/long2mitml.list.Rd man/mids2mitml.list.Rd man/leadership.Rd man/write.mitmlSAV.Rd man/plot.mitml.Rd man/anova.mitml.result.Rd man/write.mitmlSPSS.Rd man/testEstimates.Rd man/amelia2mitml.list.Rd man/subset.mitml.list.Rd man/is.mitml.list.Rd man/write.mitml.Rd man/with.mitml.list.Rd man/as.mitml.list.Rd man/sort.mitml.list.Rd man/multilevelR2.Rd man/justice.Rd man/testConstraints.Rd man/studentratings.Rd man/mitml-package.Rd man/jomoImpute.Rd man/clusterMeans.Rd man/mitmlComplete.Rd man/summary.mitml.Rd man/c.mitml.list.Rd

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.