CRAN/E | swa

swa

Subsampling Winner Algorithm for Classification

Installation

About

This algorithm conducts variable selection in the classification setting. It repeatedly subsamples variables and runs linear discriminant analysis (LDA) on the subsampled variables. Variables are scored based on the AUC and the t-statistics. Variables then enter a competition and the semi-finalist variables will be evaluated in a final round of LDA classification. The algorithm then outputs a list of variable selected. Qiao, Sun and Fan (2017) .

Key Metrics

Version 0.8.1
R ≥ 3.3.1
Published 2017-10-18 2381 days ago
Needs compilation? no
License GPL-3
CRAN checks swa results

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Maintainer

Maintainer

Xingye Qiao

qiao@math.binghamton.edu

Authors

Xingye Qiao

aut / cre

Jiayang Sun

aut

Yiying Fan

aut

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Depends

R ≥ 3.3.1
ROCR
reshape
ggplot2

Suggests

testthat