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kernlab (version 0.9-7)

Kernel Methods Lab

Description

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 and a QP solver.

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Version

Install

install.packages('kernlab')

Monthly Downloads

79,895

Version

0.9-7

License

GPL-2

Maintainer

Alexandros Karatzoglou

Last Published

August 10th, 2018

Functions in kernlab (0.9-7)

gausspr

Gaussian processes for regression and classification
csi-class

Class "csi"
inchol-class

Class "inchol"
kernelMatrix

Kernel Matrix functions
csi

Cholesky decomposition with Side Information
kfa

Kernel Feature Analysis
lssvm

Least Squares Support Vector Machine
inchol

Incomplete Cholesky decomposition
inlearn

Onlearn object initialization
kfa-class

Class "kfa"
lssvm-class

Class "lssvm"
ipop

Quadratic Programming Solver
kernel-class

Class "kernel" "rbfkernel" "polykernel", "tanhkernel", "vanillakernel"
ipop-class

Class "ipop"
kcca

Kernel Canonical Correlation Analysis
ranking-class

Class "ranking"
dots

Kernel Functions
kqr-class

Class "kqr"
onlearn-class

Class "onlearn"
gausspr-class

Class "gausspr"
rvm

Relevance Vector Machine
specc-class

Class "specc"
kmmd-class

Class "kqr"
promotergene

E. coli promoter gene sequences (DNA)
couple

Probabilities Coupling function
kpca

Kernel Principal Components Analysis
specc

Spectral Clustering
ksvm

Support Vector Machines
musk

Musk data set
kpca-class

Class "kpca"
spirals

Spirals Dataset
kkmeans

Kernel k-means
ksvm-class

Class "ksvm"
kha

Kernel Principal Components Analysis
spam

Spam E-mail Database
predict.gausspr

predict method for Gaussian Processes object
plot

plot method for support vector object
rvm-class

Class "rvm"
vm-class

Class "vm"
kcca-class

Class "kcca"
kha-class

Class "kha"
predict.kqr

Predict method for kernel Quantile Regression object
sigest

Hyperparameter estimation for the Gaussian Radial Basis kernel
income

Income Data
kqr

Kernel Quantile Regression.
stringdot

String Kernel Functions
predict.ksvm

predict method for support vector object
ranking

Ranking
as.kernelMatrix

Assing kernelMatrix class to matrix objects
prc-class

Class "prc"
onlearn

Kernel Online Learning algorithms
ticdata

The Insurance Company Data
reuters

Reuters Text Data
kmmd

Kernel Maximum Mean Discrepancy.