SwarmSVM v0.1-6

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Ensemble Learning Algorithms Based on Support Vector Machines

Three ensemble learning algorithms based on support vector machines. They all train support vector machines on subset of data and combine the result.

Readme

SwarmSVM

Build Status Coverage Status CRAN Downloads

The repository is an R package about ensemble learning algorithms based on SVM for my Google Summer of Code 2015 project.

It is under development.

Installation

devtools::install_github('hetong007/SwarmSVM')

Now it is on CRAN, you can also install it by

install.packages('SwarmSVM')

Functions in SwarmSVM

Name Description
cluster.fun.kkmeans Wrapper function for kernal kmeans
csvmTransform Data Transformation function for Clustered Support Vector Machine
eucliDist Euclidean Distance calculation
gater Gater function for mixture SVMs
cluster.fun.mlpack.old Kmeans Clustering from RcppMLPACK
cluster.predict.kkmeans Predict function for kernel kmeans
dcSVM Divide-and-Conquer kernel SVM (DC-SVM)
clusterSVM Clustered Support Vector Machine
SwarmSVM SwarmSVM: A Package for several Ensemble Support Vector Machine Models
plot.alphasvm Plot alphasvm object
predict.alphasvm Prediction function for an alphasvm object
alphasvm Support Vector Machines taking initial alpha values
write.alphasvm Write alphasvm object
svmguide1 svmguide1
predict.clusterSVM Predictions with Clustered Support Vector Machines
predict.dcSVM Predictions with Divide-Conquer Support Vector Machines
predict.gater Predictions for Gater function
predict.gaterSVM Prediction for Gater SVM
gaterSVM Mixture SVMs with gater function
kmeans.predict Euclidean Distance based clustering prediction
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Vignettes of SwarmSVM

Name
SwarmSVM.Rmd
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Details

Date 2020-01-31
License GPL-2
VignetteBuilder knitr
RoxygenNote 7.0.2
NeedsCompilation yes
Packaged 2020-01-31 07:53:39 UTC; hetong007
Repository CRAN
Date/Publication 2020-01-31 08:10:03 UTC

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