SAMUR: Stochastic Augmentation of Matched Data Using Restriction Methods

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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.

Author
Mansour T.A. Sharabiani, Alireza S. Mahani
Date of publication
2015-03-27 07:15:54
Maintainer
Alireza S. Mahani <alireza.s.mahani@gmail.com>
License
GPL (>= 2)
Version
0.6

View on CRAN

Man pages

samur
Stochastic Augmentation of Matched Datasets Using Restriction...
summary.samur
Summarizing Output of SAMUR Augmentation Function

Files in this package

SAMUR
SAMUR/NAMESPACE
SAMUR/R
SAMUR/R/samur.R
SAMUR/R/zzz.R
SAMUR/MD5
SAMUR/DESCRIPTION
SAMUR/man
SAMUR/man/summary.samur.Rd
SAMUR/man/samur.Rd