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gensvm  

A Generalized Multiclass Support Vector Machine
View on CRAN: Click here


Download and install gensvm package within the R console
Install from CRAN:
install.packages("gensvm")

Install from Github:
library("remotes")
install_github("cran/gensvm")

Install by package version:
library("remotes")
install_version("gensvm", "0.1.7")



Attach the package and use:
library("gensvm")
Maintained by
Gertjan van den Burg
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-04-19
Latest Update: 2023-01-28
Description:
The GenSVM classifier is a generalized multiclass support vector machine (SVM). This classifier aims to find decision boundaries that separate the classes with as wide a margin as possible. In GenSVM, the loss function is very flexible in the way that misclassifications are penalized. This allows the user to tune the classifier to the dataset at hand and potentially obtain higher classification accuracy than alternative multiclass SVMs. Moreover, this flexibility means that GenSVM has a number of other multiclass SVMs as special cases. One of the other advantages of GenSVM is that it is trained in the primal space, allowing the use of warm starts during optimization. This means that for common tasks such as cross validation or repeated model fitting, GenSVM can be trained very quickly. Based on: G.J.J. van den Burg and P.J.F. Groenen (2018) .
How to cite:
Gertjan van den Burg (2018). gensvm: A Generalized Multiclass Support Vector Machine. R package version 0.1.7, https://cran.r-project.org/web/packages/gensvm. Accessed 10 Mar. 2026.
Previous versions and publish date:
0.1.0 (2018-04-19 10:23), 0.1.1 (2018-04-25 22:11), 0.1.3 (2019-12-02 20:30), 0.1.4 (2020-09-07 14:30), 0.1.5 (2020-09-11 10:00), 0.1.6 (2022-04-10 01:32)
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Complete documentation for gensvm
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