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R2MLwiN (version 0.8-8)

Running 'MLwiN' from Within R

Description

An R command interface to the 'MLwiN' multilevel modelling software package.

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Version

Install

install.packages('R2MLwiN')

Monthly Downloads

344

Version

0.8-8

License

GPL (>= 2)

Maintainer

Zhengzheng Zhang

Last Published

March 14th, 2023

Functions in R2MLwiN (0.8-8)

R2MLwiN

Running MLwiN from within R
bang

Sub-sample from the 1989 Bangladesh Fertility Survey (see Huq & Cleveland, 1990)
Untoggle

Converts a categorical variable into several separate binary variables
Formula.translate

An internal function to translate an R formula into an R list object.
MCSE

Calculates the estimated Monte Carlo standard error (MCSE)
augment.mlwinfitIGLS

Augment data frame with information derived from the model fit (broom package).
augment.mlwinfitMCMC

Augment data frame with information derived from the model fit (broom package).
BD

Calculates Brooks-Draper diagnostic
Formula.translate.compat

An internal function, allowing back-compatibility, which translates a model formula from a formula object or character string into an R list object.
alevchem

Chemistry A-level results from one exam board
coef.mlwinfitIGLS

Extract the coefficient vector from "mlwinfitIGLS" objects
deviance.mlwinfitIGLS

Returns the deviance from "mlwinfitIGLS" objects.
coef.mlwinfitMCMC

Extract the coefficient vector from "mlwinfitMCMC" objects
coef,mlwinfitMCMC-method

Extract the coefficient vector from "mlwinfitMCMC" objects
df.residual.mlwinfitIGLS

Returns the residual degrees-of-freedom extracted from "mlwinfitIGLS" objects.
caterpillarR

Draws caterpillar plots of the residuals from a mlwinfitIGLS-class or mlwinfitMCMC-class object, at a chosen level of the multilevel model.
caterpillar

Draws a caterpillar plot (in MLwiN style).
coef,mlwinfitIGLS-method

Extract the coefficient vector from "mlwinfitIGLS" objects
bang1

Sub-sample from the 1989 Bangladesh Fertility Survey
bes83

Subsample from British Election Study, '83.
extract,mlwinfitMCMC-method

Extract coefficients and GOF measures from a statistical object.
fitted.mlwinfitMCMC

Returns the fitted values from "mlwinfitMCMC" objects.
formula.mlwinfitIGLS

"mlwinfitIGLS" model formula
extract,mlwinfitIGLS-method

Extract coefficients and GOF measures from a statistical object (texreg package).
[,mlwinfitMCMC,ANY,ANY,ANY-method

Extract or Replace parts of "mlwinfitMCMC" objects
formula.mlwinfitMCMC

"mlwinfitMCMC" model formula
glance.mlwinfitIGLS

Extract GOF measures from a statistical object (broom package).
df2matrix

Translates a data.frame, formatted for use in multiple membership modelling in MLwiN, to a matrix.
getSummary.mlwinfitMCMC

Extract coefficients and GOF measures from a statistical object (memisc package).
diag1

Examination dataset
getSummary.mlwinfitIGLS

Extract coefficients and GOF measures from a statistical object (memisc package).
[,mlwinfitIGLS,ANY,ANY,ANY-method

Extract or Replace parts of "mlwinfitIGLS" objects
double2singlePrecision

Converts numerical values from double precision to single precision.
logLik.mlwinfitIGLS

Returns the log-likelihood from "mlwinfitIGLS" objects.
nobs.mlwinfitIGLS

Returns the number of used observations from "mlwinfitIGLS" objects.
fitted.mlwinfitIGLS

Returns the fitted values from "mlwinfitIGLS" objects.
gcsecomp1

Pupils' marks from GCSE exams (UK, 1989); complete cases only.
height

Height data.
hungary1

Hungarian component of 2nd International Science Survey, '84; see Goldstein 2003
jspmix1

Dataset of pupils' test scores, a subset of the Junior School Project.
gcsemv1

Pupils' marks from GCSE exams (UK, 1989).
matrix2df

For multiple membership models, translates matrix into a data.frame formatted for MLwiN Translates a matrix into a form usable by MLwiN for multiple membership models, namely a data.frame with (a) columns containing membership IDs (if first row matrix is 0 1 1 0 1 1, then first row of generated ID vectors would be, say, 2, 3, 5, 6) and (b) columns containing weights (in this example, if standardise = TRUE, then first row of generated weight vectors would be, say, 0.25, 0.25, 0.25, 0.25, otherwise first row of generated weight vectors would be, say, 1, 1, 1, 1).
glance.mlwinfitMCMC

Extract GOF measures from a statistical object (broom package).
prior2macro

Translates informative prior information into a concise MLwiN macro.
residuals.mlwinfitIGLS

Returns the residual data from "mlwinfitIGLS" objects.
nobs.mlwinfitMCMC

Returns the number of used observations from "mlwinfitMCMC" objects.
rats

Weights of 30 rats, measured weekly over 5 weeks.
reading1

Students' reading attainment in inner London infant schools.
print.mlwinfitIGLS

Summarize "mlwinfitIGLS" objects
print.mlwinfitMCMC

Summarize "mlwinfitMCMC" objects
mlwinfitIGLS-class

An S4 class that stores the outputs of the fitted IGLS model.
lips1

Lips data
mlwinfitMCMC-class

An S4 class that stores the outputs of the fitted MCMC model.
mlwin2bugs

This function captures output files from MLwiN for estimation in WinBUGS/OpenBUGS.
logLik,mlwinfitIGLS-method

Returns the log-likelihood from "mlwinfitIGLS" objects.
mmmec

EC data on UV radiation exposure & malignant melanoma.
predict.mlwinfitIGLS

Returns the predicted data from "mlwinfitIGLS" objects.
predict.mlwinfitMCMC

Returns the predicted data from "mlwinfitMCMC" objects.
predCurves

Draws predicted curves (lines) using estimates from the fixed part of a fitted model.
sixway

Draws a sixway plot of MCMC diagnostics.
predLines

Draws predicted lines using a fitted model object
summary,mlwinfitMCMC-method

Summarize "mlwinfitMCMC" objects
summary,mlwinfitIGLS-method

Summarize "mlwinfitIGLS" objects
summary.mlwinfitIGLS

Summarize "mlwinfitIGLS" objects
show,mlwinfitIGLS-method

Show objects of class "mlwinfitIGLS"
show.mlwinfitMCMC

Summarize "mlwinfitMCMC" objects
show.mlwinfitIGLS

Summarize "mlwinfitIGLS" objects
runMLwiN

Calls MLwiN from R.
residuals.mlwinfitMCMC

Returns the residual data from "mlwinfitMCMC" objects.
show,mlwinfitMCMC-method

Show objects of class "mlwinfitMCMC"
update.mlwinfitMCMC

Update "mlwinfitMCMC" objects
vcov,mlwinfitIGLS-method

Extract the approximate variance-covariance matrix from "mlwinfitIGLS" objects
tidy.mlwinfitIGLS

Summarises information about the components of a model from a statistical object (broom package).
summary.mlwinfitMCMC

Summarize "mlwinfitMCMC" objects
update,mlwinfitIGLS-method

Update "mlwinfitIGLS" objects
tutorial

Exam results for six inner London Education Authorities
update.mlwinfitIGLS

Update "mlwinfitIGLS" objects
update,mlwinfitMCMC-method

Update "mlwinfitMCMC" objects
tidy.mlwinfitMCMC

Summarises information about the components of a model from a statistical object (broom package).
trajectories

Plots MCMC chain trajectories
vcov.mlwinfitIGLS

Extract the approximate variance-covariance matrix from "mlwinfitIGLS" objects
vcov,mlwinfitMCMC-method

Extract the approximate variance-covariance matrix from "mlwinfitMCMC" objects
wage1

Simulated dataset of office workers' salary and other employment details.
vcov.mlwinfitMCMC

Extract the approximate variance-covariance matrix from "mlwinfitMCMC" objects
xc1

Examination scores of 16-year olds in Fife, Scotland.
ws2foreign

Converts data from one format to another within MLwiN
xc

Examination scores of 16-year olds in Fife, Scotland.
write.MCMC

Writes MLwiN macros to fit models using Markov chain Monte Carlo (MCMC) methods
write.IGLS

Writes MLwiN macros to fit models using the iterative generalized least squares (IGLS) algorithm.