Model | Subset | Confusion matrix | Evaluation metric | |||||
---|---|---|---|---|---|---|---|---|
TP | FP | FN | TN | Recall | F1-score | Accuracy | ||
LMT | Train | 1225 | 299 | 73 | 133 | 0.9437 | 0.8681 | 0.7850 |
Test | 514 | 130 | 41 | 55 | 0.9261 | 0.8573 | 0.7689 | |
Total | 1739 | 429 | 113 | 189 | 0.9383 | 0.8650 | 0.7804 | |
C4.5 | Train | 1217 | 284 | 81 | 148 | 0.9376 | 0.8696 | 0.7891 |
Test | 510 | 120 | 45 | 65 | 0.9189 | 0.8608 | 0.7770 | |
Total | 1728 | 412 | 125 | 205 | 0.9325 | 0.8655 | 0.7826 | |
C5.0 | Train | 1192 | 276 | 106 | 156 | 0.9183 | 0.8619 | 0.7792 |
Test | 514 | 130 | 41 | 55 | 0.9261 | 0.8574 | 0.7689 | |
Total | 1739 | 429 | 114 | 188 | 0.9384 | 0.8649 | 0.7802 | |
CART | Train | 1217 | 284 | 81 | 148 | 0.9376 | 0.8696 | 0.7891 |
Test | 530 | 136 | 25 | 49 | 0.9550 | 0.8681 | 0.7824 | |
Total | 1739 | 421 | 114 | 196 | 0.9385 | 0.8667 | 0.7834 |