Table 7.
Model | Class | Calibration Set | Validation Set | ||||||
---|---|---|---|---|---|---|---|---|---|
I | II | III | IV | I | II | III | IV | ||
RS_RF | ACC (%) | 99.46 | 99.46 | 94.09 | 95.16 | 98.94 | 100.00 | 96.81 | 97.87 |
SE | 0.98 | 0.97 | 0.95 | 0.87 | 1.00 | 1.00 | 0.97 | 0.91 | |
SP | 1.00 | 1.00 | 0.94 | 0.98 | 0.99 | 1.00 | 0.97 | 1.00 | |
MCC | 0.99 | 0.98 | 0.87 | 0.87 | 0.97 | 1.00 | 0.93 | 0.94 | |
EFF | 0.99 | 0.98 | 0.94 | 0.92 | 0.99 | 1.00 | 0.97 | 0.96 | |
RL_RF | ACC (%) | 95.70 | 96.77 | 96.24 | 97.31 | 91.49 | 98.94 | 91.49 | 94.68 |
SE | 0.92 | 0.88 | 0.97 | 0.93 | 0.92 | 1.00 | 0.86 | 0.78 | |
SP | 0.97 | 0.99 | 0.96 | 0.99 | 0.91 | 0.99 | 0.94 | 1.00 | |
MCC | 0.89 | 0.88 | 0.91 | 0.93 | 0.80 | 0.96 | 0.80 | 0.86 | |
EFF | 0.94 | 0.93 | 0.96 | 0.96 | 0.92 | 0.99 | 0.90 | 0.88 | |
SL_RF | ACC (%) | 95.16 | 96.77 | 93.55 | 96.24 | 97.87 | 100.00 | 98.94 | 96.81 |
SE | 0.94 | 0.81 | 0.95 | 0.89 | 0.96 | 1.00 | 1.00 | 0.91 | |
SP | 0.96 | 1.00 | 0.93 | 0.99 | 0.99 | 1.00 | 0.98 | 0.99 | |
MCC | 0.88 | 0.88 | 0.86 | 0.90 | 0.95 | 1.00 | 0.98 | 0.91 | |
EFF | 0.95 | 0.90 | 0.94 | 0.94 | 0.97 | 1.00 | 0.99 | 0.95 | |
RSL_RF | ACC (%) | 97.85 | 99.46 | 94.09 | 95.70 | 96.81 | 100.00 | 95.74 | 98.94 |
SE | 0.94 | 0.97 | 0.93 | 0.91 | 0.96 | 1.00 | 0.93 | 0.96 | |
SP | 0.99 | 1.00 | 0.95 | 0.97 | 0.97 | 1.00 | 0.97 | 1.00 | |
MCC | 0.94 | 0.98 | 0.86 | 0.88 | 0.92 | 1.00 | 0.90 | 0.97 | |
EFF | 0.97 | 0.98 | 0.94 | 0.94 | 0.97 | 1.00 | 0.95 | 0.98 |