Table 10.
Predicted fc results for 15 combination sets using the four ML methods.
| No. | Combination | SVM | ANN | Ensemble | Linear Regression | ||||
|---|---|---|---|---|---|---|---|---|---|
| MSE | MAPE | MSE | MAPE | MSE | MAPE | MSE | MAPE | ||
| 1 | A | 24.57 | 19.29% | 17.92 | 12.22% | 11.54 | 9.95% | 24.23 | 18.48% |
| 2 | B | 49.87 | 21.32% | 29.50 | 15.47% | 21.78 | 14.31% | 44.77 | 22.59% |
| 3 | C | 11.94 | 13.71% | 10.75 | 7.65% | 5.06 | 6.28% | 11.84 | 13.12% |
| 4 | D | 12.75 | 13.67% | 10.99 | 8.23% | 5.75 | 6.80% | 12.48 | 13.18% |
| 5 | A,B | 22.21 | 16.93% | 13.50 | 8.86% | 9.34 | 9.05% | 21.86 | 16.76% |
| 6 | A,C | 10.34 | 11.57% | 6.26 | 6.88% | 4.57 | 6.19% | 10.26 | 11.57% |
| 7 | A,D | 12.32 | 12.67% | 7.61 | 7.32% | 5.14 | 6.41% | 11.94 | 12.32% |
| 8 | B,C | 11.16 | 12.75% | 5.23 | 5.57% | 4.50 | 5.90% | 11.13 | 12.52% |
| 9 | B,D | 11.38 | 12.37% | 5.18 | 6.61% | 4.48 | 6.03% | 11.34 | 12.53% |
| 10 | C,D | 11.93 | 13.61% | 5.47 | 5.94% | 4.51 | 5.95% | 11.81 | 13.10% |
| 11 | A,B,C | 9.00 | 10.10% | 4.94 | 6.20% | 4.04 | 5.66% | 8.92 | 10.48% |
| 12 | A,B,D | 10.41 | 10.85% | 5.10 | 6.23% | 4.15 | 5.71% | 10.07 | 10.88% |
| 13 | A,C,D | 10.28 | 11.36% | 5.06 | 5.91% | 4.06 | 5.71% | 10.26 | 11.54% |
| 14 | B,C,D | 11.14 | 12.79% | 4.77 | 5.84% | 4.00 | 5.59% | 11.02 | 12.47% |
| 15 | A,B,C,D | 9.05 | 10.01% | 4.07 | 5.19% | 3.56 | 5.19% | 8.80 | 10.36% |