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VarSelLCM (version 2.1.1)

Variable Selection for Model-Based Clustering of Mixed-Type Data Set with Missing Values

Description

Full model selection (detection of the relevant features and estimation of the number of clusters) for model-based clustering (see reference here ). Data to analyze can be continuous, categorical, integer or mixed. Moreover, missing values can occur and do not necessitate any pre-processing. Shiny application permits an easy interpretation of the results.

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Version

Install

install.packages('VarSelLCM')

Monthly Downloads

392

Version

2.1.1

License

GPL (>= 2)

Maintainer

Mohammed Sedki

Last Published

April 12th, 2018

Functions in VarSelLCM (2.1.1)

VarSelCluster

Variable selection and clustering.
print

Summary function.
VSLCMresultsInteger-class

Constructor of '>VSLCMresultsInteger class
VSLCMdataContinuous-class

Constructor of '>VSLCMdataContinuous class
VarSelImputation

Imputation of missing values
summary

Summary function.
VSLCMdataInteger-class

Constructor of '>VSLCMdataInteger class
VSLCMparam-class

Constructor of '>VSLCMparam class
VSLCMmodel-class

Constructor of '>VSLCMmodel class
VSLCMparamInteger-class

Constructor of '>VSLCMparamInteger class
VSLCMpartitions-class

Constructor of '>VSLCMpartitions class
VarSelLCM-package

Variable Selection for Model-Based Clustering of Mixed-Type Data Set with Missing Values
VSLCMresultsCategorical-class

Constructor of '>VSLCMresultsCategorical class
VarSelShiny

Shiny app for analyzing results from VarSelCluster
plot

VSLCMresults-class

Constructor of '>VSLCMresults class
heart

Statlog (Heart) Data Set
ARI

Adjusted Rand Index
VSLCMdata-class

Constructor of '>VSLCMdata class
VSLCMdataCategorical-class

Constructor of '>VSLCMdataCategorical class
VSLCMcriteria-class

Constructor of '>VSLCMcriteria class
VSLCMparamContinuous-class

Constructor of '>VSLCMparamContinuous class
VSLCMstrategy-class

Constructor of '>VSLCMstrategy class
VarSelConvert

Convert outputs of old versions of VarSelLCM
VSLCMresultsContinuous-class

Constructor of '>VSLCMresultsContinuous class
VSLCMparamCategorical-class

Constructor of '>VSLCMparamCategorical class