clustrd: Methods for Joint Dimension Reduction and Clustering

Share:

A class of methods that combine dimension reduction and clustering of continuous or categorical data. For continuous data, the package contains implementations of factorial K-means (Vichi and Kiers 2001; <DOI:10.1016/S0167-9473(00)00064-5>) and reduced K-means (De Soete and Carroll 1994; <DOI:10.1007/978-3-642-51175-2_24>); both methods that combine principal component analysis with K-means clustering. For categorical data, the package provides MCA K-means (Hwang, Dillon and Takane 2006; <DOI:10.1007/s11336-004-1173-x>), i-FCB (Iodice D'Enza and Palumbo 2013, <DOI:10.1007/s00180-012-0329-x>) and Cluster Correspondence Analysis (van de Velden, Iodice D'Enza and Palumbo 2016; <DOI:10.1007/s11336-016-9514-0>), which combine multiple correspondence analysis with K-means.

Author
Alfonso Iodice D'Enza [aut], Angelos Markos [aut, cre], Michel van de Velden [ctb]
Date of publication
2016-12-06 18:27:21
Maintainer
Angelos Markos <amarkos@gmail.com>
License
GPL (>= 2)
Version
1.1.0

View on CRAN

Man pages

clusmca
Joint dimension reduction and clustering of categorical data.
cluspca
Joint dimension reduction and clustering of continuous data.
clusval
Distance-based statistics for cluster quality assessment.
cmc
Contraceptive Choice in Indonesia
hsq
Humor Styles
macro
Economic Indicators of 20 OECD countries for 1999
plot.clusmca
Plotting function for 'clusmca()' output.
plot.cluspca
Plotting function for 'cluspca()' output.
tune_clusmca
Methods for categorical data with cluster quality assessment.
tune_cluspca
Methods for continuous data with cluster quality assessment.
underwear
South Korean Underwear

Files in this package

clustrd
clustrd/NAMESPACE
clustrd/data
clustrd/data/cmc.rda
clustrd/data/hsq.rda
clustrd/data/macro.rda
clustrd/data/underwear.rda
clustrd/R
clustrd/R/cluspca.R
clustrd/R/orth.r
clustrd/R/outOfIndependence.r
clustrd/R/rosplit.r
clustrd/R/tune_cluspca.R
clustrd/R/clusval.R
clustrd/R/EmptyKmeans.r
clustrd/R/ed.r
clustrd/R/iFCB.r
clustrd/R/clusCA.R
clustrd/R/clu_means.R
clustrd/R/clusmca.R
clustrd/R/multiplot.R
clustrd/R/tune_clusmca.R
clustrd/R/plot.cluspca.R
clustrd/R/MCAk.r
clustrd/R/disjMake.r
clustrd/R/nrm.r
clustrd/R/plot.clusmca.R
clustrd/MD5
clustrd/DESCRIPTION
clustrd/man
clustrd/man/plot.clusmca.Rd
clustrd/man/clusmca.Rd
clustrd/man/plot.cluspca.Rd
clustrd/man/tune_cluspca.Rd
clustrd/man/macro.Rd
clustrd/man/tune_clusmca.Rd
clustrd/man/underwear.Rd
clustrd/man/clusval.Rd
clustrd/man/cmc.Rd
clustrd/man/cluspca.Rd
clustrd/man/hsq.Rd