kernlab v0.9-7

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Kernel Methods 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 and a QP solver.

Functions in kernlab

Name Description
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.
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Details

Date 2008-08-07
LazyLoad Yes
License GPL-2
Packaged Thu Aug 7 16:59:04 2008; alexis

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