Table 3.
Classifier | Parameter | Calibration set accuracy (%) | Prediction set accuracy (%) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Healthy | 2 DPI | 4 DPI | 6 DPI | Overall | Healthy | 2 DPI | 4 DPI | 6 DPI | Overall | ||
PLS-DA | 2 | 93.33 | 100.00 | 45.00 | 65.00 | 81.67 | 90.00 | 90.00 | 80.00 | 50.00 | 81.67 |
RF | 62 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 93.33 | 90.00 | 90.00 | 100.00 | 93.33 |
SVM | (1.00, 1.00) | 100.00 | 80.00 | 80.00 | 100.00 | 93.33 | 93.33 | 80.00 | 70.00 | 100.00 | 88.33 |
LS-SVM | (33.52, 9.88) | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 90.00 | 90.00 | 100.00 | 96.67 |
ELM | 60 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 96.67 | 90.00 | 70.00 | 90.00 | 90.00 |
BPNN | 6 | 98.33 | 100.00 | 95.00 | 100.00 | 98.33 | 96.67 | 90.00 | 90.00 | 100.00 | 95.00 |
aParameters and abbreviations as in Table 1.