Metrics | Requirement’s indicator | Classifier’s weight score | ||||
NB | DT | RT | RF | ANNs | ||
Roc values | 1 | 0.15 | 0.15 | 0.15 | 2/5 | 0.15 |
Accuracy | 1 | 0.15 | 0.15 | 0.15 | 2/5 | 0.15 |
data imbalance problem handled | 1 | 0.15 | 0.15 | 0.15 | 2/5 | 0.15 |
statistical significance | 1 | 0.13 | 0.305 | 0.13 | 0.305 | 0.13 |
practicability and applicability of the model | 1 | 0.15 | 2/5 | 0.15 | 0.15 | 0.15 |
simplicity of model interpretation | 1 | 0.15 | 2/5 | 0.15 | 0.15 | 0.15 |
consistency to the established knowledge | 1 | 0.15 | 2/5 | 0.15 | 0.15 | 0.15 |
algorithm’s simplicity in terms of time and space | 1 | 0.15 | 2/5 | 0.15 | 0.15 | 0.15 |
| : | 0.236 | 0.47 | 0.25 | 0.42 | 0.236 |