klaR: Classification and visualization

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Miscellaneous functions for classification and visualization developed at the Fakultaet Statistik, Technische Universitaet Dortmund

Author
Christian Roever, Nils Raabe, Karsten Luebke, Uwe Ligges, Gero Szepannek, Marc Zentgraf
Date of publication
2014-08-06 20:43:18
Maintainer
Uwe Ligges <ligges@statistik.tu-dortmund.de>
License
GPL-2
Version
0.6-12
URLs

View on CRAN

Man pages

B3
West German Business Cycles 1955-1994
benchB3
Benchmarking on B3 data
betascale
Scale membership values according to a beta scaling
b.scal
Calculation of beta scaling parameters
calc.trans
Calculation of transition probabilities
centerlines
Lines from classborders to the center
classscatter
Classification scatterplot matrix
cond.index
Calculation of Condition Indices for Linear Regression
corclust
Function to identify groups of highly correlated variables...
countries
Socioeconomic data for the most populous countries.
distmirr
Internal function to convert a distance structure to a matrix
dkernel
Estimate density of a given kernel
dmvnorm
Density of a Multivariate Normal Distribution
drawparti
Plotting the 2-d partitions of classification methods
EDAM
Computation of an Eight Direction Arranged Map
errormatrix
Tabulation of prediction errors by classes
e.scal
Function to calculate e- or softmax scaled membership values
friedmandata
Friedman's classification benchmark data
GermanCredit
Statlog German Credit
greedy.wilks
Stepwise forward variable selection for classification
hmm.sop
Calculation of HMM Sum of Path
kmodes
K-Modes Clustering
loclda
Localized Linear Discriminant Analysis (LocLDA)
locpvs
Pairwise variable selection for classification in local...
meclight
Minimal Error Classification
NaiveBayes
Naive Bayes Classifier
nm
Nearest Mean Classification
partimat
Plotting the 2-d partitions of classification methods
plineplot
Plotting marginal posterior class probabilities
plot.NaiveBayes
Naive Bayes Plot
plot.woe
Plot information values
predict.loclda
Localized Linear Discriminant Analysis (LocLDA)
predict.locpvs
predict method for locpvs objects
predict.meclight
Prediction of Minimal Error Classification
predict.NaiveBayes
Naive Bayes Classifier
predict.pvs
predict method for pvs objects
predict.rda
Regularized Discriminant Analysis (RDA)
predict.sknn
Simple k Nearest Neighbours Classification
predict.svmlight
Interface to SVMlight
predict.woe
Weights of evidence
pvs
Pairwise variable selection for classification
quadplot
Plotting of 4 dimensional membership representation simplex
quadtrafo
Transforming of 4 dimensional values in a barycentric...
rda
Regularized Discriminant Analysis (RDA)
rerange
Linear transformation of data
shardsplot
Plotting Eight Direction Arranged Maps or Self-Organizing...
sknn
Simple k nearest Neighbours
stepclass
Stepwise variable selection for classification
svmlight
Interface to SVMlight
TopoS
Computation of criterion S of a visualization
triframe
Barycentric plots
trigrid
Barycentric plots
triperplines
Barycentric plots
triplot
Barycentric plots
tripoints
Barycentric plots
tritrafo
Barycentric plots
ucpm
Uschi's classification performance measures
woe
Weights of evidence

Files in this package

klaR
klaR/inst
klaR/inst/CITATION
klaR/tests
klaR/tests/EDAM.R
klaR/tests/EDAM.ps.save
klaR/tests/testsklaR.R
klaR/tests/EDAM.Rout.save
klaR/tests/testsklaR.Rout.save
klaR/tests/testklaR.ps.save
klaR/NAMESPACE
klaR/NEWS
klaR/data
klaR/data/countries.RData
klaR/data/B3.RData
klaR/data/GermanCredit.RData
klaR/R
klaR/R/benchB3.R
klaR/R/greedy.wilks.R
klaR/R/EDAM.R
klaR/R/errormatrix.R
klaR/R/TopoS.R
klaR/R/plineplot.R
klaR/R/partimat.R
klaR/R/plot.NaiveBayes.R
klaR/R/plot.edam.R
klaR/R/rerange.R
klaR/R/predict.NaiveBayes.R
klaR/R/membercheck.R
klaR/R/corclust.R
klaR/R/ucpm.R
klaR/R/kmodes.R
klaR/R/woe.R
klaR/R/svmlight.R
klaR/R/quadplot.R
klaR/R/betaskal.R
klaR/R/shardsplot.R
klaR/R/nm.R
klaR/R/locpvs.R
klaR/R/hmm.sop.R
klaR/R/level_shardsplot.R
klaR/R/NaiveBayes.R
klaR/R/calc.trans.R
klaR/R/stepclass.R
klaR/R/e.scal.R
klaR/R/friedmandata.R
klaR/R/meclight.R
klaR/R/triplot.R
klaR/R/loclda.R
klaR/R/cond.index.R
klaR/R/centerlines.R
klaR/R/sknn.R
klaR/R/dkernel.R
klaR/R/classscatter.R
klaR/R/rda.R
klaR/MD5
klaR/DESCRIPTION
klaR/man
klaR/man/rda.Rd
klaR/man/pvs.Rd
klaR/man/ucpm.Rd
klaR/man/hmm.sop.Rd
klaR/man/centerlines.Rd
klaR/man/plot.woe.Rd
klaR/man/distmirr.Rd
klaR/man/classscatter.Rd
klaR/man/dkernel.Rd
klaR/man/predict.locpvs.Rd
klaR/man/sknn.Rd
klaR/man/meclight.Rd
klaR/man/tritrafo.Rd
klaR/man/B3.Rd
klaR/man/shardsplot.Rd
klaR/man/quadplot.Rd
klaR/man/predict.rda.Rd
klaR/man/kmodes.Rd
klaR/man/predict.loclda.Rd
klaR/man/loclda.Rd
klaR/man/tripoints.Rd
klaR/man/TopoS.Rd
klaR/man/triperplines.Rd
klaR/man/nm.Rd
klaR/man/trigrid.Rd
klaR/man/predict.NaiveBayes.Rd
klaR/man/e.scal.Rd
klaR/man/predict.meclight.Rd
klaR/man/corclust.Rd
klaR/man/countries.Rd
klaR/man/predict.sknn.Rd
klaR/man/plot.NaiveBayes.Rd
klaR/man/partimat.Rd
klaR/man/GermanCredit.Rd
klaR/man/friedmandata.Rd
klaR/man/locpvs.Rd
klaR/man/calc.trans.Rd
klaR/man/b.scal.Rd
klaR/man/svmlight.Rd
klaR/man/plineplot.Rd
klaR/man/rerange.Rd
klaR/man/triplot.Rd
klaR/man/drawparti.Rd
klaR/man/predict.pvs.Rd
klaR/man/woe.Rd
klaR/man/EDAM.Rd
klaR/man/predict.svmlight.Rd
klaR/man/NaiveBayes.Rd
klaR/man/errormatrix.Rd
klaR/man/betascale.Rd
klaR/man/benchB3.Rd
klaR/man/triframe.Rd
klaR/man/predict.woe.Rd
klaR/man/dmvnorm.Rd
klaR/man/greedy.wilks.Rd
klaR/man/stepclass.Rd
klaR/man/cond.index.Rd
klaR/man/quadtrafo.Rd