kernlab v0.9-25

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

LazyLoad Yes
License GPL-2
NeedsCompilation yes
Packaged 2016-10-03 06:52:15 UTC; hornik
Repository CRAN
Date/Publication 2016-10-03 09:43:44

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