Other packages > Find by keyword >

multinomialLogitMix  

Clustering Multinomial Count Data under the Presence of Covariates
View on CRAN: Click here


Download and install multinomialLogitMix package within the R console
Install from CRAN:
install.packages("multinomialLogitMix")

Install from Github:
library("remotes")
install_github("cran/multinomialLogitMix")

Install by package version:
library("remotes")
install_version("multinomialLogitMix", "1.1")



Attach the package and use:
library("multinomialLogitMix")
Maintained by
Panagiotis Papastamoulis
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-08-23
Latest Update: 2023-07-17
Description:
Methods for model-based clustering of multinomial counts under the presence of covariates using mixtures of multinomial logit models, as implemented in Papastamoulis (2023) . These models are estimated under a frequentist as well as a Bayesian setup using the Expectation-Maximization algorithm and Markov chain Monte Carlo sampling (MCMC), respectively. The (unknown) number of clusters is selected according to the Integrated Completed Likelihood criterion (for the frequentist model), and estimating the number of non-empty components using overfitting mixture models after imposing suitable sparse prior assumptions on the mixing proportions (in the Bayesian case), see Rousseau and Mengersen (2011) . In the latter case, various MCMC chains run in parallel and are allowed to switch states. The final MCMC output is suitably post-processed in order to undo label switching using the Equivalence Classes Representatives (ECR) algorithm, as described in Papastamoulis (2016) .
How to cite:
Panagiotis Papastamoulis (2022). multinomialLogitMix: Clustering Multinomial Count Data under the Presence of Covariates. R package version 1.1, https://cran.r-project.org/web/packages/multinomialLogitMix. Accessed 15 Jul. 2026.
Previous versions and publish date:
(2026-07-09 06:33), 1.0 (2022-08-23 10:30)
Other packages that cited multinomialLogitMix R package
View multinomialLogitMix citation profile
Other R packages that multinomialLogitMix depends, imports, suggests or enhances
Complete documentation for multinomialLogitMix
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

gscaLCA  
Generalized Structure Component Analysis- Latent Class Analysis & Latent Class Regression
Execute Latent Class Analysis (LCA) and Latent Class Regression (LCR) by using Generalized Structu ...
Download / Learn more Package Citations See dependency  
binhf  
Haar-Fisz Functions for Binomial Data
Binomial Haar-Fisz transforms for Gaussianization as in Nunes and Nason (2009). ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
footBayes  
Fitting Bayesian and MLE Football Models
This is the first package allowing for the estimation, visualization and prediction of the most wel ...
Download / Learn more Package Citations See dependency  
pulseTD  
Identification of Transcriptional Dynamics using Pulse Models via 4su-Seq Data and RNA-Seq Data
A tool for analyzing the transcription, processing and degradation rates of genes by 4sU-seq (the Me ...
Download / Learn more Package Citations See dependency  
SECFISH  
Disaggregate Variable Costs
These functions were developed within SECFISH project (Strengthening regional cooperation in the are ...
Download / Learn more Package Citations See dependency  

27,806

R Packages

239,283

Dependencies

73,837

Author Associations

27,807

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA