Table 14 Comprehensive quantitative evaluation results.
Model | Resolution | AUC | Specific category precision “very high” | Statistical methods | Total score |
|---|---|---|---|---|---|
SVM | 10 | 4 | 4 | 4 | 12 |
30 | 3 | 3 | 3 | 9 | |
50 | 2 | 2 | 1.8 | 5.8 | |
70 | 1 | 1 | 1.2 | 3.2 | |
ANN | 10 | 4 | 4 | 3.8 | 11.8 |
30 | 3 | 3 | 2.4 | 8.4 | |
50 | 2 | 1 | 2.4 | 5.4 | |
70 | 1 | 2 | 1.4 | 4.4 | |
LR | 10 | 4 | 4 | 3.8 | 11.8 |
30 | 1 | 3 | 2.6 | 6.6 | |
50 | 2 | 2 | 2.4 | 6.4 | |
70 | 2 | 1 | 1.2 | 4.2 | |
C5.0 | 10 | 4 | 4 | 3.4 | 11.4 |
30 | 3 | 3 | 2.8 | 8.8 | |
50 | 1 | 2 | 2.2 | 5.2 | |
70 | 2 | 1 | 1.6 | 4.6 | |
Bayes | 10 | 4 | 4 | 2.6 | 10.6 |
30 | 3 | 2 | 3.6 | 8.6 | |
50 | 1 | 3 | 2.2 | 6.2 | |
70 | 2 | 1 | 1.6 | 4.6 |