SwarmSVM v0.1-5

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

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SwarmSVM.Rmd
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Details

Date 2019-01-25
License GPL-2
VignetteBuilder knitr
RoxygenNote 6.0.1
NeedsCompilation yes
Packaged 2019-01-25 20:54:22 UTC; htong
Repository CRAN
Date/Publication 2019-01-25 21:40:03 UTC

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