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kernlab (version 0.8-2)
Kernel Methods Lab
Description
Kernel-based machine learning methods including support vector machines.
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Install
install.packages('kernlab')
Monthly Downloads
68,293
Version
0.8-2
License
GPL version 2 or newer
Maintainer
Alexandros Karatzoglou
Last Published
September 5th, 2006
Functions in kernlab (0.8-2)
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inlearn
Onlearn object initialization
kpca-class
Class "kpca"
csi-class
Class "csi"
dots
Kernel Functions
kkmeans
Kernel k-means
inchol
Incomplete Cholesky decomposition
kcca
Kernel Canonical Correlation Analysis
as.kernelMatrix
Assing kernelMatrix class to matrix objects
gausspr-class
Class "gausspr"
kpca
Kernel Principal Components Analysis
ksvm-class
Class "ksvm"
kfa
Kernel Feature Analysis
lssvm-class
Class "lssvm"
csi
Cholesky decomposition with Side Information
kfa-class
Class "kfa"
kernelMatrix
Kernel Matrix functions
rvm-class
Class "rvm"
gausspr
Gaussian processes for regression and classification
promotergene
E. coli promoter gene sequences (DNA)
onlearn
Kernel Online Learning algorithms
spam
Spam E-mail Database
ipop-class
Class "ipop"
specc-class
Class "specc"
musk
Musk data set
predict.ksvm
predict method for support vector object
predict.gausspr
predict method for Gaussian Processes object
ranking
Ranking
spirals
Spirals Dataset
lssvm
Least Squares Support Vector Machine
ranking-class
Class "ranking"
prc-class
Class "prc"
vm-class
Class "vm"
specc
Spectral Clustering
onlearn-class
Class "onlearn"
income
Income Data
plot
plot method for support vector object
rvm
Relevance Vector Machine
ipop
Quadratic Programming Solver
couple
Probabilities Coupling function
ksvm
Support Vector Machines
ticdata
The Insurance Company Data
kcca-class
Class "kcca"
kha-class
Class "kha"
inchol-class
Class "inchol"
sigest
Hyperparameter estimation for the Gaussian Radial Basis kernel
kernel-class
Class "kernel" "rbfkernel" "polykernel", "tanhkernel", "vanillakernel"
kha
Kernel Principal Components Analysis