Table 5 Performance metrics for classification of Salinity and drought stress tolerance using KNN classifier.
From: Classification and prediction of drought and salinity stress tolerance in barley using GenPhenML
FS algorithm | Train dataset | Test dataset | ||||||
|---|---|---|---|---|---|---|---|---|
TPR | PPV | FNR | FDR | TPR | PPV | FNR | FDR | |
Salinity stress tolerance | ||||||||
 ReliefF | 0.9949 | 0.9751 | 0.0051 | 0.0249 | 0.9412 | 0.9756 | 0.0588 | 0.0244 |
 MRMR | 1.0000 | 0.9850 | 0.0000 | 0.0150 | 0.9647 | 0.9880 | 0.0353 | 0.0120 |
 Chi2 | 0.9239 | 0.9286 | 0.0761 | 0.0714 | 0.9412 | 0.9756 | 0.0588 | 0.0244 |
Drought stress tolerance | ||||||||
 ReliefF | 1.0000 | 0.9949 | 0.0000 | 0.0051 | 0.9529 | 0.9878 | 0.0471 | 0.0122 |
 MRMR | 1.0000 | 0.9949 | 0.0000 | 0.0051 | 0.9294 | 0.9634 | 0.0706 | 0.0366 |
 Chi2 | 1.0000 | 0.9949 | 0.0000 | 0.0051 | 0.9412 | 0.9756 | 0.0588 | 0.0244 |