Table 4 Performance of proposed model.
From: Bootstrapping random forest and CHAID for prediction of white spot disease among shrimp farmers
Scorer | Better score is | Final ensemble scores on validation (internal or external holdout(s)) data | Final ensemble standard deviation on validation (internal or external holdout(s)) data |
|---|---|---|---|
AUCPR | Higher | 0.9902729 | 0.008556496 |
F05 | Higher | 0.9933036 | 0.005006364 |
F1 | Higher | 0.984936 | 0.01302901 |
F2 | Higher | 0.9758161 | 0.01707978 |
FDR | Lower | 0.001194593 | 0.003189716 |
FNR | Lower | 0.02554489 | 0.0203418 |
FOR | Lower | 0.04246907 | 0.03906844 |
FPR | Lower | 0.004822281 | 0.008269834 |
LOGLOSS | Lower | 0.4509245 | 0.249029 |
MACROAUC | Higher | 0.9884023 | 0.01103452 |
MACROF1 | Higher | 0.9844569 | 0.01209231 |
MACROMCC | Higher | 0.9625525 | 0.02915984 |
MCC | Higher | 0.9564286 | 0.03188604 |
NPV | Higher | 0.9570081 | 0.03895281 |
PRECISION | Higher | 0.9979197 | 0.003722273 |
RECALL | Higher | 0.9725892 | 0.02315772 |
TNR | Higher | 0.9972702 | 0.005393785 |