Table 2. CNN based recommendation system performance.
| Combination | Confusion matrix | Parameters | Performance indexes | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Category | H | M | L | TP | FP | TN | FN | Acc | Re | Pr | F1 | |
| CNN + SGD | High | 185 | 34 | 31 | 185 | 56 | 444 | 65 | 83.87 | 74.00 | 88.80 | 80.73 |
| Medium | 29 | 192 | 29 | 192 | 62 | 438 | 58 | 84.00 | 76.80 | 87.60 | 81.85 | |
| Low | 27 | 28 | 195 | 195 | 60 | 440 | 55 | 84.67 | 78.00 | 88.00 | 82.70 | |
| CNN + RMSProp | High | 195 | 27 | 28 | 195 | 39 | 461 | 55 | 87.47 | 78.00 | 92.20 | 84.51 |
| Medium | 20 | 209 | 21 | 209 | 47 | 453 | 41 | 88.27 | 83.60 | 90.60 | 86.96 | |
| Low | 19 | 20 | 211 | 211 | 49 | 451 | 39 | 88.27 | 84.40 | 90.20 | 87.20 | |
| CNN + Adam | High | 222 | 12 | 16 | 222 | 23 | 477 | 28 | 93.20 | 88.80 | 95.40 | 91.98 |
| Medium | 13 | 225 | 12 | 225 | 23 | 477 | 25 | 93.60 | 90.00 | 95.40 | 92.62 | |
| Low | 10 | 11 | 229 | 229 | 28 | 472 | 21 | 93.47 | 91.60 | 94.40 | 92.98 | |