README.md

In bbeomjin/SMLapSVM:

SMLapSVM

Multicategory Laplacian support vector machines

SMLapSVM is an R package. SMLapSVM provides functions for fitting the reinforced multicategory Laplacian support vector machine (RMLapSVM) and the reinforced angle-based multicategory Laplacian support vector machine (RAMLapSVM). Furthermore, SMLapSVM also provides functions to fit the structured RMLapSVM (SRMLapSVM) and the structured RAMLapSVM (SRAMLapSVM).

1. INSTALLATION

(1) From GitHub

> library(devtools)
> install_github("bbeomjin/SMLapSVM")

2. USAGE NOTES

(1) Description of R functions in SMLapSVM

• Descriptions of arguments in the functions in SMLapSVM can be obtained by help() or ? in R prompt, and documentation of SMLapSVM.

(2) List of R functions in SMLapSVM package

• mlapsvm : A function for fitting the RMLapSVM and RAMLapSVM.

• smlapsvm : A function for learning the SRMLapSVM and SRAMLapSVM.

• cv.mlapsvm : A function used to tune hyperparameters of the RMLapSVM and RAMLapSVM.

bbeomjin/SMLapSVM documentation built on Jan. 29, 2023, 1:38 p.m.