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pleLMA
View on CRAN: Click
here
Download and install pleLMA package within the R console
Install from CRAN:
install.packages("pleLMA")
Install from Github:
library("remotes")
install_github("cran/pleLMA")
Install by package version:
library("remotes")
install_version("pleLMA", "0.2.1")
Attach the package and use:
library("pleLMA")
Maintained by
Carolyn J. Anderson
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-04-27
Latest Update: 2021-10-05
Description:
Log-multiplicative association models (LMA) are
models for cross-classifications of categorical variables
where interactions are represented by products of category
scale values and an association parameter. Maximum
likelihood estimation (MLE) fails for moderate to large
numbers of categorical variables. The 'pleLMA' package
overcomes this limitation of MLE by using pseudo-likelihood
estimation to fit the models to small or large
cross-classifications dichotomous or multi-category variables.
Originally proposed by Besag (1974,
), pseudo-likelihood
estimation takes large complex models and breaks it down
into smaller ones. Rather than maximizing the likelihood
of the joint distribution of all the variables, a
pseudo-likelihood function, which is the product likelihoods
from conditional distributions, is maximized. LMA models can
be derived from a number of different frameworks including
(but not limited to) graphical models and uni-dimensional
and multi-dimensional item response theory models. More
details about the models and estimation can be found in
the vignette.
How to cite:
Carolyn J. Anderson (2021). pleLMA: Pseudo-Likelihood Estimation of Log-Multiplicative Association Models. R package version 0.2.1, https://cran.r-project.org/web/packages/pleLMA. Accessed 21 Nov. 2024.
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Other R packages that pleLMA depends,
imports, suggests or enhances
Complete documentation for pleLMA
Functions, R codes and Examples using
the pleLMA R package
Some associated functions: FitStack . ItemData . ItemGPCM.data . ItemLoop . Scale . ScaleGPCM . StackData . StackDataGPCM . convergence.stats . convergenceGPCM . dass . error.check . fit.gpcm . fit.independence . fit.nominal . fit.rasch . fitStackGPCM . item.gpcm . iterationPlot . lma.summary . ple.lma . reScaleItem . scalingPlot . set.up . theta.estimates . vocab .
Some associated R codes: ItemGPCM_data.R . ItemLoop.R . Scale.R . ScaleGPCM.R . StackData.R . StackDataGPCM.R . convergence.stats.R . convergenceGPCM.R . dass.R . error_check.R . fitStack.R . fitStackGPCM.R . fit_gpcm.R . fit_independence.R . fit_nominal.R . fit_rasch.R . item_data.R . item_gpcm.R . lma_summary.R . ple_lma.R . plot.iterations.R . reScaleItem.R . scalingPlot.R . set_up.R . theta_estimates.R . vocab.R . Full pleLMA package functions and examples
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