kernlab v0.9-13

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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 and a QP solver.

Functions in kernlab

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

Date 2011-08-08
LazyLoad Yes
License GPL-2
Packaged 2011-08-08 06:07:25 UTC; hornik
Repository CRAN
Date/Publication 2011-08-08 06:16:17

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