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:
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