Table 4 Statistical Validation of the Proposed Model in Aquaponic Fish Ponds Among Baseline Research Works.
Metrics | EOO29 | WSA30 | GSO31 | MOA25 | RF-MOA |
|---|---|---|---|---|---|
Accuracy | 88.87094 | 89.97054 | 90.09511 | 92.24428 | 94.14154 |
Recall | 88.86881 | 89.954 | 90.09349 | 92.25087 | 94.14575 |
Specificity | 88.87447 | 89.99795 | 90.09779 | 92.23336 | 94.13456 |
Precision | 92.97754 | 93.71348 | 93.78137 | 95.16624 | 96.37744 |
FPR | 11.12553 | 10.00205 | 9.902208 | 7.766643 | 5.865445 |
FNR | 11.13119 | 10.046 | 9.906508 | 7.749129 | 5.854249 |
NPV | 82.80895 | 84.38669 | 84.58449 | 87.7763 | 90.65509 |
FDR | 7.022455 | 6.286516 | 6.218629 | 4.833762 | 3.622556 |
F1-Score | 90.87676 | 91.79526 | 91.90045 | 93.68588 | 95.24853 |
MCC | 0.767587 | 0.790206 | 0.792733 | 0.837098 | 0.876542 |
