SwarmSVM: Ensemble Learning Algorithms Based on Support Vector Machines

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

Author
Tong He <hetong007@gmail.com>, Aydin Demircioglu <aydin.demircioglu@ini.ruhr-uni-bochum.de>
Date of publication
2016-08-19 19:37:28
Maintainer
Tong He <hetong007@gmail.com>
License
GPL-2
Version
0.1-2

View on CRAN

Man pages

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

Files in this package

SwarmSVM
SwarmSVM/inst
SwarmSVM/inst/benchmark
SwarmSVM/inst/benchmark/utils.R
SwarmSVM/inst/benchmark/preprocess_data.R
SwarmSVM/inst/benchmark/dc_SVM.R
SwarmSVM/inst/benchmark/clustered_SVM_Repeat.R
SwarmSVM/inst/benchmark/gater_SVM.R
SwarmSVM/inst/benchmark/clustered_SVM.R
SwarmSVM/inst/doc
SwarmSVM/inst/doc/SwarmSVM.R
SwarmSVM/inst/doc/SwarmSVM.html
SwarmSVM/inst/doc/SwarmSVM.Rmd
SwarmSVM/tests
SwarmSVM/tests/testthat.R
SwarmSVM/tests/testthat
SwarmSVM/tests/testthat/test_alphasvm.R
SwarmSVM/tests/testthat/test_clusterSVM.R
SwarmSVM/tests/testthat/test_dcSVM.R
SwarmSVM/tests/testthat/test_gaterSVM.R
SwarmSVM/src
SwarmSVM/src/svm.h
SwarmSVM/src/Rsvm.c
SwarmSVM/src/svm.cpp
SwarmSVM/NAMESPACE
SwarmSVM/data
SwarmSVM/data/svmguide1.RData
SwarmSVM/R
SwarmSVM/R/utils.R
SwarmSVM/R/dcSVM.R
SwarmSVM/R/compute.r
SwarmSVM/R/neuralnet.r
SwarmSVM/R/SwarmSVM.R
SwarmSVM/R/gaterSVM.R
SwarmSVM/R/clusterSVM.R
SwarmSVM/R/alphasvm.R
SwarmSVM/R/gater.R
SwarmSVM/R/prediction.r
SwarmSVM/R/zzz.R
SwarmSVM/vignettes
SwarmSVM/vignettes/SwarmSVM.Rmd
SwarmSVM/MD5
SwarmSVM/build
SwarmSVM/build/vignette.rds
SwarmSVM/DESCRIPTION
SwarmSVM/man
SwarmSVM/man/cluster.predict.kkmeans.Rd
SwarmSVM/man/kmeans.predict.Rd
SwarmSVM/man/gater.Rd
SwarmSVM/man/cluster.fun.mlpack.old.Rd
SwarmSVM/man/predict.clusterSVM.Rd
SwarmSVM/man/clusterSVM.Rd
SwarmSVM/man/alphasvm.Rd
SwarmSVM/man/SwarmSVM.Rd
SwarmSVM/man/predict.gater.Rd
SwarmSVM/man/eucliDist.Rd
SwarmSVM/man/plot.alphasvm.Rd
SwarmSVM/man/predict.dcSVM.Rd
SwarmSVM/man/dcSVM.Rd
SwarmSVM/man/predict.gaterSVM.Rd
SwarmSVM/man/svmguide1.Rd
SwarmSVM/man/gaterSVM.Rd
SwarmSVM/man/predict.alphasvm.Rd
SwarmSVM/man/cluster.fun.kkmeans.Rd
SwarmSVM/man/csvmTransform.Rd
SwarmSVM/man/write.alphasvm.Rd