mvc: Multi-View Clustering
Version 1.3

An implementation of Multi-View Clustering (Bickel and Scheffer, 2004). Documents are generated by drawing word values from a categorical distribution for each word, given the cluster. This means words are not counted (multinomial, as in the paper), but words take on different values from a finite set of values (categorical). Thus, it implements Mixture of Categoricals EM (as opposed to Mixture of Multinomials developed in the paper), and Spherical k-Means. The latter represents documents as vectors in the categorical space.

AuthorAndreas Maunz <andreas@maunz.de>
Date of publication2014-02-24 08:05:39
MaintainerAndreas Maunz <andreas@maunz.de>
LicenseBSD_3_clause + file LICENSE
Version1.3
URL http://cs.maunz.de
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("mvc")

Getting started

README.md

Popular man pages

checkViews: Check views for consistency...
consensusMeansPerClVSkm: Calculate means per Cluster and view for Spherical k-Means by...
dbern: Calculate Bernoulli likelihood...
dcat: Calculate categorical likelihood...
oFSkm: Objective Function (sum of cosines)...
toyViews: Toy Views...
vectorLength: Euclidean length of vector...
See all...

All man pages Function index File listing

Man pages

agreementRateBinM: Agreement rate by maximum posterior values.
assignFinIdxPerClSkm: Assign final indices to means that have the smallest angle.
assignIdxPerClMBinEM: Assign final indices to data by maximum posterior value.
checkViews: Check views for consistency...
conceptIndicesSkm: Calculate partitions (concept indices) by assigning each...
conceptVectorsSkm: Calculate concept vectors for Spherical k-Means as unit...
consensusMeansPerClVSkm: Calculate means per Cluster and view for Spherical k-Means by...
dbern: Calculate Bernoulli likelihood...
dcat: Calculate categorical likelihood...
estLogPxBernGthetaJ: Estimate log document probabilites given specific Bernoulli...
estLogPxCatGthetaJ: Estimate log document probabilites given specific Categorical...
logsum: Computes the cumulative sum in terms of logarithmic in- and...
mApplyBern: Calculate Bernoulli likelihood row-wise for binary events...
mApplyCat: Calculate categorical likelihood row-wise for categorical...
mvcmb: Multi-View Clustering using mixture of categoricals EM.
mvcsph: Multi-View Clustering using Spherical k-Means for categorical...
oFMixBinEM: objective function for mixture of binomials EM:...
oFSkm: Objective Function (sum of cosines)...
rowWUL: Unit length of all vectors row-wise...
toyView1: Toy View 1...
toyView2: Toy View 2...
toyViews: Toy Views...
UL: Unit length for vector...
vectorLength: Euclidean length of vector...
viewsClasses: Counts unique values in both views...

Functions

UL Man page Source code
agreementRateBinM Man page Source code
assignFinIdxPerClSkm Man page Source code
assignIdxPerClMBinEM Man page Source code
checkViews Man page Source code
conceptIndicesSkm Man page Source code
conceptVectorsSkm Man page Source code
consensusMeansPerClVSkm Man page Source code
dbern Man page Source code
dcat Man page Source code
estLogPxBernGthetaJ Man page Source code
estLogPxCatGthetaJ Man page Source code
logsum Man page Source code
mApplyBern Man page Source code
mApplyCat Man page Source code
mvcmb Man page Source code
mvcsph Man page Source code
oFMixBinEM Man page Source code
oFSkm Man page Source code
rowWUL Man page Source code
toyView1 Man page
toyView2 Man page
toyViews Man page
vectorLength Man page Source code
viewsClasses Man page Source code

Files

NAMESPACE
data
data/toyViews.RData
R
R/mvc.R
R/toyView1.R
R/toyView2.R
R/toyViews.R
R/mvc-utils.R
README.md
MD5
DESCRIPTION
man
man/assignIdxPerClMBinEM.Rd
man/viewsClasses.Rd
man/checkViews.Rd
man/toyView2.Rd
man/estLogPxCatGthetaJ.Rd
man/mvcsph.Rd
man/agreementRateBinM.Rd
man/estLogPxBernGthetaJ.Rd
man/conceptIndicesSkm.Rd
man/oFMixBinEM.Rd
man/conceptVectorsSkm.Rd
man/mApplyCat.Rd
man/toyView1.Rd
man/UL.Rd
man/consensusMeansPerClVSkm.Rd
man/dbern.Rd
man/dcat.Rd
man/rowWUL.Rd
man/vectorLength.Rd
man/oFSkm.Rd
man/assignFinIdxPerClSkm.Rd
man/toyViews.Rd
man/mvcmb.Rd
man/logsum.Rd
man/mApplyBern.Rd
LICENSE
mvc documentation built on May 20, 2017, 12:49 a.m.