kernlab v0.9-24

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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, Gaussian Processes and a QP solver.

Functions in kernlab

Name Description
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
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Details

LazyLoad Yes
License GPL-2
NeedsCompilation yes
Packaged 2016-03-29 11:54:47 UTC; hornik
Repository CRAN
Date/Publication 2016-03-29 14:14:49

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