Table 5 External validation of the models.
` | 0.85ā<ākā<ā1.15 | 0.85ā<ākā²ā<ā1.15 | R2 \(\cong {1}\) | \({\text{R}}_{o}^{2}\cong {1}\) | Rmā>ā0.5 | mā<ā0.1 |
---|---|---|---|---|---|---|
CS | ||||||
Ā SVR | 0.995 | 1.101 | 0.995 | 0.992 | 0.926 | āĀ 0.005 |
Ā DT | 0.984 | 1.007 | 0.998 | 0.995 | 0.948 | 0.003 |
Ā AR | 0.999 | 1.001 | 0.999 | 0.999 | 0.978 | āĀ 0.0005 |
Ā SVR-FFA | 0.987 | 1.006 | 0.997 | 0.994 | 0.913 | āĀ 0.004 |
Ā SVR-PSO | 0.986 | 1.012 | 0.995 | 0.996 | 0.943 | āĀ 0.004 |
Ā SVR-GWO | 0.999 | 1.000 | 0.999 | 0.999 | 0.989 | āĀ 0.0004 |
E | ||||||
Ā SVR | 0.993 | 1.002 | 0.990 | 0.999 | 0.896 | āĀ 0.009 |
Ā DT | 0.988 | 1.004 | 0.999 | 0.999 | 0.946 | āĀ 0.00001 |
Ā AR | 0.998 | 1.001 | 0.999 | 0.999 | 0.999 | 0.00002 |
Ā SVR-FFA | 0.997 | 0.987 | 0.993 | 0.999 | 0.933 | āĀ 0.00001 |
Ā SVR-PSO | 0.997 | 0.989 | 0.994 | 0.999 | 0.954 | āĀ 0.0008 |
Ā SVR-GWO | 0.999 | 1.000 | 1.001 | 1.001 | 1.000 | 0.00001 |
STS | ||||||
Ā SVR | 0.946 | 1.049 | 0.849 | 0.861 | 0.762 | āĀ 0.012 |
Ā DT | 0.978 | 1.009 | 0.966 | 0.994 | 0.803 | āĀ 0.029 |
Ā AR | 0.997 | 1.000 | 0.997 | 0.999 | 0.942 | āĀ 0.003 |
Ā SVR-FFA | 0.986 | 1.004 | 0.974 | 0.993 | 0.892 | āĀ 0.005 |
Ā SVR-PSO | 0.985 | 1.007 | 0.982 | 0.992 | 0.912 | āĀ 0.004 |
Ā SVR-GWO | 0.998 | 1.000 | 0.999 | 0.999 | 0.976 | āĀ 0.0002 |