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kernlab (version 0.9-24)

Kernel-Based Machine Learning 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, Gaussian Processes and a QP solver.

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Version

Install

install.packages('kernlab')

Monthly Downloads

76,470

Version

0.9-24

License

GPL-2

Maintainer

Alexandros Karatzoglou

Last Published

March 29th, 2016

Functions in kernlab (0.9-24)

musk

Musk data set
kernel-class

Class "kernel" "rbfkernel" "polykernel", "tanhkernel", "vanillakernel"
specc

Spectral Clustering
specc-class

Class "specc"
kmmd-class

Class "kqr"
ksvm

Support Vector Machines
stringdot

String Kernel Functions
kqr-class

Class "kqr"
onlearn-class

Class "onlearn"
predict.ksvm

predict method for support vector object
kcca-class

Class "kcca"
plot

plot method for support vector object
kmmd

Kernel Maximum Mean Discrepancy.
ksvm-class

Class "ksvm"
gausspr

Gaussian processes for regression and classification
inchol

Incomplete Cholesky decomposition
reuters

Reuters Text Data
rvm-class

Class "rvm"
lssvm

Least Squares Support Vector Machine
predict.gausspr

predict method for Gaussian Processes object
kkmeans

Kernel k-means
ranking-class

Class "ranking"
sigest

Hyperparameter estimation for the Gaussian Radial Basis kernel
onlearn

Kernel Online Learning algorithms
kcca

Kernel Canonical Correlation Analysis
predict.kqr

Predict method for kernel Quantile Regression object
kha

Kernel Principal Components Analysis
kqr

Kernel Quantile Regression.
ipop-class

Class "ipop"
kha-class

Class "kha"
inlearn

Onlearn object initialization
kfa-class

Class "kfa"
kpca

Kernel Principal Components Analysis
dots

Kernel Functions
lssvm-class

Class "lssvm"
couple

Probabilities Coupling function
prc-class

Class "prc"
spirals

Spirals Dataset
ipop

Quadratic Programming Solver
csi

Cholesky decomposition with Side Information
ticdata

The Insurance Company Data
kfa

Kernel Feature Analysis
csi-class

Class "csi"
kpca-class

Class "kpca"
kernelMatrix

Kernel Matrix functions
promotergene

E. coli promoter gene sequences (DNA)
inchol-class

Class "inchol"
spam

Spam E-mail Database
as.kernelMatrix

Assing kernelMatrix class to matrix objects
rvm

Relevance Vector Machine
vm-class

Class "vm"
gausspr-class

Class "gausspr"
income

Income Data
ranking

Ranking