Model | ANNE | SVM | MLR | KPLS | RF | PLS |
---|---|---|---|---|---|---|
Training set | ||||||
MAE | 0.19 | 0.21 | 0.20 | 0.22 | 0.10 | 0.22 |
Kendall | 0.64 | 0.62 | 0.62 | 0.58 | 0.86 | 0.60 |
SCI | 0.67 | 0.73 | 0.87 | 0.86 | 0.99 | 0.13 |
S(0) | 0.64 | 0.62 | 0.62 | 0.58 | 0.86 | 0.59 |
S(1) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | -1.00 |
Test Set | ||||||
MAE | 0.20 | 0.22 | 0.23 | 0.25 | 0.20 | 0.23 |
Kendall | 0.55 | 0.52 | 0.49 | 0.43 | 0.56 | 0.48 |
SCI | 0.93 | 0.83 | 0.83 | -0.74 | -0.66 | 0.73 |
S(0) | 0.56 | 0.52 | 0.50 | 0.44 | 0.57 | 0.49 |
S(1) | 1.00 | 1.00 | -1.00 | -1.00 | -1.00 | 1.00 |
Prospective Set | ||||||
MAE | 0.35 | 0.34 | 0.74 | 0.34 | * | 0.32 |
Kendall | 0.34 | 0.35 | -0.09 | 0.38 | * | 0.34 |
SCI | -0.65 | -0.49 | -0.90 | 0.80 | * | -0.69 |
S(0) | 0.35 | 0.36 | -0.07 | 0.39 | * | 0.35 |
S(1) | -1.00 | -1.00 | -1.00 | 1.00 | * | -1.00 |