kernlab: Kernel-Based Machine Learning Lab

Kernel-based machine learning methods for classification, regression, clustering, novelty detection, quantile regression and dimensionality reduction. Among other methods 'kernlab' includes Support Vector Machines, Spectral Clustering, Kernel PCA, Gaussian Processes and a QP solver.

Author
Alexandros Karatzoglou [aut, cre], Alex Smola [aut], Kurt Hornik [aut]
Date of publication
2016-10-03 09:43:44
Maintainer
Alexandros Karatzoglou <alexandros.karatzoglou@gmail.com>
License
GPL-2
Version
0.9-25

View on CRAN

Man pages

as.kernelMatrix
Assing kernelMatrix class to matrix objects
couple
Probabilities Coupling function
csi
Cholesky decomposition with Side Information
csi-class
Class "csi"
dots
Kernel Functions
gausspr
Gaussian processes for regression and classification
gausspr-class
Class "gausspr"
inchol
Incomplete Cholesky decomposition
inchol-class
Class "inchol"
income
Income Data
inlearn
Onlearn object initialization
ipop
Quadratic Programming Solver
ipop-class
Class "ipop"
kcca
Kernel Canonical Correlation Analysis
kcca-class
Class "kcca"
kernel-class
Class "kernel" "rbfkernel" "polykernel", "tanhkernel",...
kernelMatrix
Kernel Matrix functions
kfa
Kernel Feature Analysis
kfa-class
Class "kfa"
kha
Kernel Principal Components Analysis
kha-class
Class "kha"
kkmeans
Kernel k-means
kmmd
Kernel Maximum Mean Discrepancy.
kmmd-class
Class "kqr"
kpca
Kernel Principal Components Analysis
kpca-class
Class "kpca"
kqr
Kernel Quantile Regression.
kqr-class
Class "kqr"
ksvm
Support Vector Machines
ksvm-class
Class "ksvm"
lssvm
Least Squares Support Vector Machine
lssvm-class
Class "lssvm"
musk
Musk data set
onlearn
Kernel Online Learning algorithms
onlearn-class
Class "onlearn"
plot
plot method for support vector object
prc-class
Class "prc"
predict.gausspr
predict method for Gaussian Processes object
predict.kqr
Predict method for kernel Quantile Regression object
predict.ksvm
predict method for support vector object
promotergene
E. coli promoter gene sequences (DNA)
ranking
Ranking
ranking-class
Class "ranking"
reuters
Reuters Text Data
rvm
Relevance Vector Machine
rvm-class
Class "rvm"
sigest
Hyperparameter estimation for the Gaussian Radial Basis...
spam
Spam E-mail Database
specc
Spectral Clustering
specc-class
Class "specc"
spirals
Spirals Dataset
stringdot
String Kernel Functions
ticdata
The Insurance Company Data
vm-class
Class "vm"

Files in this package

kernlab
kernlab/inst
kernlab/inst/CITATION
kernlab/inst/COPYRIGHTS
kernlab/inst/doc
kernlab/inst/doc/kernlab.R
kernlab/inst/doc/kernlab.pdf
kernlab/inst/doc/kernlab.Rnw
kernlab/src
kernlab/src/iweightfactory.h
kernlab/src/stringkernel.h
kernlab/src/introsort.h
kernlab/src/Makevars
kernlab/src/dbreakpt.c
kernlab/src/kspectrumweight.h
kernlab/src/dtron.c
kernlab/src/wkasailcp.cpp
kernlab/src/dgpnrm.c
kernlab/src/dtrpcg.c
kernlab/src/inductionsort.h
kernlab/src/ctable.cpp
kernlab/src/misc.c
kernlab/src/expdecayweight.h
kernlab/src/dcauchy.c
kernlab/src/wmsufsort.cpp
kernlab/src/dspcg.c
kernlab/src/datatype.h
kernlab/src/lcp.h
kernlab/src/stringk.c
kernlab/src/dtrqsol.c
kernlab/src/esa.cpp
kernlab/src/esa.h
kernlab/src/cweight.cpp
kernlab/src/errorcode.h
kernlab/src/dprsrch.c
kernlab/src/kspectrumweight.cpp
kernlab/src/svm.h
kernlab/src/dprecond.c
kernlab/src/msufsort.h
kernlab/src/wkasailcp.h
kernlab/src/stringkernel.cpp
kernlab/src/ctable.h
kernlab/src/brweight.h
kernlab/src/isafactory.h
kernlab/src/inductionsort.cpp
kernlab/src/lcp.cpp
kernlab/src/wmsufsort.h
kernlab/src/svm.cpp
kernlab/src/solvebqp.c
kernlab/src/stack.h
kernlab/src/Makevars.win
kernlab/src/dgpstep.c
kernlab/src/brweight.cpp
kernlab/src/expdecayweight.cpp
kernlab/src/ilcpfactory.h
kernlab/src/msufsort.cpp
kernlab/src/cweight.h
kernlab/NAMESPACE
kernlab/data
kernlab/data/spirals.rda
kernlab/data/reuters.rda
kernlab/data/income.rda
kernlab/data/spam.rda
kernlab/data/promotergene.rda
kernlab/data/musk.rda
kernlab/data/ticdata.rda
kernlab/R
kernlab/R/kkmeans.R
kernlab/R/gausspr.R
kernlab/R/inchol.R
kernlab/R/csi.R
kernlab/R/lssvm.R
kernlab/R/kcca.R
kernlab/R/kmmd.R
kernlab/R/kqr.R
kernlab/R/onlearn.R
kernlab/R/kha.R
kernlab/R/aobjects.R
kernlab/R/kpca.R
kernlab/R/kernels.R
kernlab/R/ranking.R
kernlab/R/specc.R
kernlab/R/kfa.R
kernlab/R/sigest.R
kernlab/R/kernelmatrix.R
kernlab/R/couplers.R
kernlab/R/ksvm.R
kernlab/R/ipop.R
kernlab/R/rvm.R
kernlab/vignettes
kernlab/vignettes/jss.bib
kernlab/vignettes/A.cls
kernlab/vignettes/kernlab.Rnw
kernlab/MD5
kernlab/build
kernlab/build/vignette.rds
kernlab/DESCRIPTION
kernlab/man
kernlab/man/rvm-class.Rd
kernlab/man/onlearn.Rd
kernlab/man/kqr.Rd
kernlab/man/couple.Rd
kernlab/man/kpca.Rd
kernlab/man/spirals.Rd
kernlab/man/predict.gausspr.Rd
kernlab/man/kqr-class.Rd
kernlab/man/kfa-class.Rd
kernlab/man/kmmd.Rd
kernlab/man/as.kernelMatrix.Rd
kernlab/man/musk.Rd
kernlab/man/csi.Rd
kernlab/man/ksvm-class.Rd
kernlab/man/csi-class.Rd
kernlab/man/vm-class.Rd
kernlab/man/ticdata.Rd
kernlab/man/inlearn.Rd
kernlab/man/prc-class.Rd
kernlab/man/promotergene.Rd
kernlab/man/stringdot.Rd
kernlab/man/ranking.Rd
kernlab/man/dots.Rd
kernlab/man/kmmd-class.Rd
kernlab/man/kha-class.Rd
kernlab/man/rvm.Rd
kernlab/man/spam.Rd
kernlab/man/kernelMatrix.Rd
kernlab/man/gausspr-class.Rd
kernlab/man/onlearn-class.Rd
kernlab/man/ranking-class.Rd
kernlab/man/kernel-class.Rd
kernlab/man/lssvm-class.Rd
kernlab/man/kfa.Rd
kernlab/man/ksvm.Rd
kernlab/man/inchol.Rd
kernlab/man/kha.Rd
kernlab/man/kkmeans.Rd
kernlab/man/kpca-class.Rd
kernlab/man/ipop-class.Rd
kernlab/man/reuters.Rd
kernlab/man/inchol-class.Rd
kernlab/man/kcca.Rd
kernlab/man/kcca-class.Rd
kernlab/man/ipop.Rd
kernlab/man/lssvm.Rd
kernlab/man/sigest.Rd
kernlab/man/plot.Rd
kernlab/man/specc-class.Rd
kernlab/man/gausspr.Rd
kernlab/man/income.Rd
kernlab/man/specc.Rd
kernlab/man/predict.ksvm.Rd
kernlab/man/predict.kqr.Rd