G-fold cross validation
Term · Chemistry · MLC-T-CHM-004870
A technique for assessing the predictive performance of a statistical model by partitioning the original dataset into G distinct, non-overlapping subsamples, or folds. The model is trained G times, each time using G-1 folds as the training data and the remaining fold as the validation data. The final performance metric is the average of the results obtained from the G validation tests.
| Identifier | MLC-T-CHM-004870 |
|---|---|
| Field | Chemistry |
| Subject | Analytical Chemistry |
| References | PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 420 (https://doi.org/10.1515/pac-2015-0605) |
Record as JSON
{
"id": "MLC-T-CHM-004870",
"term": "G-fold cross validation",
"field": "Chemistry",
"definition": "A technique for assessing the predictive performance of a statistical model by partitioning the original dataset into G distinct, non-overlapping subsamples, or folds. The model is trained G times, each time using G-1 folds as the training data and the remaining fold as the validation data. The final performance metric is the average of the results obtained from the G validation tests.",
"subject": "Analytical Chemistry",
"references": [
"PAC, 2016, 88, 407. 'Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)' on page 420 (https://doi.org/10.1515/pac-2015-0605)"
],
"url": "https://mlchart.com/terminology/chemistry/g-fold-cross-validation/"
}
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