kernlab: Kernel-Based Machine

> library(kernlab)


Attaching package: 'kernlab'

The following object is masked from 'package:ggplot2':

    alpha

バージョン: 0.9.25

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

ksvm

サポートベクターマシン

Arguments

  • x
  • data
  • y
  • scaled
  • type
    • C-svc
    • nu-svc
    • C-bsvc
    • spoc-svc
    • kbb-svc
    • one-svc
    • eps-svr
    • nu-svr
    • eps-bsvr
  • kernel
  • kpar
  • C
  • nu
  • epsilon
  • prob.model
  • class.weights
  • cache
  • tol
  • shrinking
  • cross
  • fit
  • ...
  • subset
  • na.action