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.
Package details |
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Author | Mansour T.A. Sharabiani, Alireza S. Mahani |
Maintainer | Alireza S. Mahani <alireza.s.mahani@gmail.com> |
License | GPL (>= 2) |
Version | 1.1 |
Package repository | View on CRAN |
Installation |
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