mixedMem: Tools for Discrete Multivariate Mixed Membership Models

Fits mixed membership models with discrete multivariate data (with or without repeated measures) following the general framework of Erosheva et al (2004). This package uses a Variational EM approach by approximating the posterior distribution of latent memberships and selecting hyperparameters through a pseudo-MLE procedure. Currently supported data types are Bernoulli, multinomial and rank (Plackett-Luce). The extended GoM model with fixed stayers from Erosheva et al (2007) is now also supported. See Airoldi et al (2014) for other examples of mixed membership models.

AuthorY. Samuel Wang [aut, cre], Elena A. Erosheva [aut]
Date of publication2015-08-17 01:15:25
MaintainerY. Samuel Wang <ysamwang@uw.edu>
LicenseGPL (>= 2)
Version1.1.0

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Files in this package

mixedMem
mixedMem/inst
mixedMem/inst/doc
mixedMem/inst/doc/mixedMem.Rnw
mixedMem/inst/doc/mixedMem.pdf
mixedMem/inst/doc/mixedMem.R
mixedMem/src
mixedMem/src/Makevars
mixedMem/src/varInf.h
mixedMem/src/eStepExt.cpp
mixedMem/src/mm_model.cpp
mixedMem/src/mm_modelExt.h
mixedMem/src/mStep.cpp
mixedMem/src/extended.cpp
mixedMem/src/mStep.h
mixedMem/src/extended.h
mixedMem/src/mm_model.h
mixedMem/src/eStepExt.h
mixedMem/src/utils.h
mixedMem/src/mStepExt.cpp
mixedMem/src/utils.cpp
mixedMem/src/eStep.cpp
mixedMem/src/mStepExt.h
mixedMem/src/mm_modelExt.cpp
mixedMem/src/varInfExt.cpp
mixedMem/src/varInfExt.h
mixedMem/src/settings.h
mixedMem/src/rFunc.cpp
mixedMem/src/Makevars.win
mixedMem/src/RcppExports.cpp
mixedMem/src/varInf.cpp
mixedMem/src/eStep.h
mixedMem/NAMESPACE
mixedMem/data
mixedMem/data/gmv_theta.rda
mixedMem/data/ANES.rda
mixedMem/R
mixedMem/R/bic_calculator.R mixedMem/R/findLabels.R
mixedMem/R/check_model.r
mixedMem/R/viz_functions.R mixedMem/R/mixedMemModel.R mixedMem/R/RcppExports.R mixedMem/R/rmixedMem.R mixedMem/R/ANES.R mixedMem/R/mmVarFit.R
mixedMem/vignettes
mixedMem/vignettes/mixedMem.Rnw
mixedMem/vignettes/mixedMem-concordance.tex
mixedMem/vignettes/figure
mixedMem/vignettes/figure/polarizing-1.pdf
mixedMem/vignettes/figure/libprop-1.pdf
mixedMem/vignettes/figure/theta-1.pdf
mixedMem/vignettes/figure/consprop-1.pdf
mixedMem/vignettes/figure/posteriorMem-1.pdf
mixedMem/vignettes/figure/mems-1.pdf
mixedMem/vignettes/pl.bib
mixedMem/vignettes/framed.sty
mixedMem/MD5
mixedMem/build
mixedMem/build/vignette.rds
mixedMem/DESCRIPTION
mixedMem/man
mixedMem/man/ANES.Rd mixedMem/man/vizMem.Rd mixedMem/man/mmVarFit.Rd mixedMem/man/gmv_theta.Rd mixedMem/man/plot.mixedMemModel.Rd mixedMem/man/vizTheta.Rd mixedMem/man/permuteLabels.Rd mixedMem/man/rmixedMem.Rd mixedMem/man/mixedMem-package.Rd mixedMem/man/computeBIC.Rd mixedMem/man/computeELBO.Rd mixedMem/man/findLabels.Rd mixedMem/man/summary.mixedMemModel.Rd mixedMem/man/mixedMemModel.Rd

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