bootsPLS

Bootstrap Subsamplings of Sparse Partial Least Squares - Discriminant Analysis for Classification and Signature Identification

Applicable to any classification problem with more than 2 classes. It relies on bootstrap subsamplings of sPLS-DA and provides tools to select the most stable variables (defined as the ones consistently selected over the bootstrap subsamplings) and to predict the class of test samples.

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Description file content

Package
bootsPLS
Type
Package
Title
Bootstrap Subsamplings of Sparse Partial Least Squares - Discriminant Analysis for Classification and Signature Identification
Version
1.1.2
Author
Florian Rohart [aut, cre], Kim-Anh Le Cao [boss], Christine Wells [boss]
Maintainer
Florian Rohart
Description
Applicable to any classification problem with more than 2 classes. It relies on bootstrap subsamplings of sPLS-DA and provides tools to select the most stable variables (defined as the ones consistently selected over the bootstrap subsamplings) and to predict the class of test samples.
License
GPL-3
Depends
mixOmics (>= 6.3.1)
Packaged
2018-05-17 00:18:19 UTC; f.rohart
URL
BugReports
https://bitbucket.org/FlorianR/package-bootspls/issues
NeedsCompilation
no
Repository
CRAN
Date/Publication
2018-05-17 03:40:17 UTC

install.packages('bootsPLS')

1.1.2

a month ago

http://florian.rohart.free.fr/Professional_page/Publications.html

Florian Rohart

GPL-3

Depends on

mixOmics (>= 6.3.1)

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