SAMUR: Stochastic Augmentation of Matched Data Using Restriction Methods

Augmenting a matched data set by generating multiple stochastic, matched samples from the data using a multi-dimensional histogram constructed from dropping the input matched data into a multi-dimensional grid built on the full data set. The resulting stochastic, matched sets will likely provide a collectively higher coverage of the full data set compared to the single matched set. Each stochastic match is without duplication, thus allowing downstream validation techniques such as cross-validation to be applied to each set without concern for overfitting.

Version: 1.1
Imports: Matching
Published: 2022-08-31
Author: Mansour T.A. Sharabiani, Alireza S. Mahani
Maintainer: Alireza S. Mahani <alireza.s.mahani at gmail.com>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: no
Materials: ChangeLog
CRAN checks: SAMUR results

Documentation:

Reference manual: SAMUR.pdf

Downloads:

Package source: SAMUR_1.1.tar.gz
Windows binaries: r-devel: SAMUR_1.1.zip, r-release: SAMUR_1.1.zip, r-oldrel: SAMUR_1.1.zip
macOS binaries: r-release (arm64): SAMUR_1.1.tgz, r-oldrel (arm64): SAMUR_1.1.tgz, r-release (x86_64): SAMUR_1.1.tgz, r-oldrel (x86_64): SAMUR_1.1.tgz
Old sources: SAMUR archive

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