Table 3. HDL based recommendation system performance.
Combination | Confusion matrix | Parameters | Performance indexes | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Category | H | M | L | TP | FP | TN | FN | Acc | Re | Pr | F1 | |
HDL + SGD | High | 235 | 7 | 8 | 235 | 13 | 487 | 15 | 96.27 | 94.00 | 97.40 | 95.67 |
Medium | 5 | 239 | 6 | 239 | 13 | 487 | 11 | 96.80 | 95.60 | 97.40 | 96.49 | |
Low | 8 | 6 | 236 | 236 | 14 | 486 | 14 | 96.27 | 94.40 | 97.20 | 95.78 | |
HDL + RMSProp | High | 242 | 4 | 4 | 242 | 8 | 492 | 8 | 97.87 | 96.80 | 98.40 | 97.59 |
Medium | 4 | 243 | 3 | 243 | 7 | 493 | 7 | 98.13 | 97.20 | 98.60 | 97.89 | |
Low | 4 | 3 | 243 | 243 | 7 | 493 | 7 | 98.13 | 97.20 | 98.60 | 97.89 | |
HDL + Adam | High | 246 | 2 | 2 | 246 | 2 | 498 | 4 | 99.20 | 98.40 | 99.60 | 99.00 |
Medium | 1 | 247 | 2 | 247 | 3 | 497 | 3 | 99.20 | 98.80 | 99.40 | 99.10 | |
Low | 1 | 1 | 248 | 248 | 4 | 496 | 2 | 99.20 | 99.20 | 99.20 | 99.20 |