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
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 | |
| No Results! | ||
Vignettes of SwarmSVM
| Name | ||
| SwarmSVM.Rmd | ||
| No Results! | ||
Last month downloads
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 |
| imports | BBmisc , checkmate (>= 1.6.0) , e1071 , kernlab , LiblineaR , Matrix , methods , SparseM |
| suggests | knitr , rmarkdown , testthat |
| depends | R (>= 3.2.0) |
| Contributors | Tong He, Aydin Demircioglu |
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