Table 5 Experimental comparison between the proposed predictor and other reported classification predictors
Method | Accuracy for two-states (buried vs. exposed) prediction (%) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
5% | 10% | 20% | 25% | 30% | 40% | 50% | 60% | 70% | 80% | 90% | |
PR | 76.8 | 74.8 | 75.3 | 76.7 | 77.7 | 79.8 | 86.3 | - | - | - | - |
Agent-based | 79.7 | 78.4 | 77.0 | 77.0 | 77.1 | 79.3 | 85.1 | - | - | - | - |
Two-stage SVR | 81.1 | 78.7 | 77.6 | 77.3 | - | - | 79.5 | 84.3 | 89.9 | 95.0 | 97.5 |
SVR | 80.9 | 80.1 | 78.7 | - | - | - | 80.8 | 85.3 | 90.7 | 95.0 | 97.8 |
PSO-SVR | 83.9 | 83.7 | 82.8 | 82.5 | 81.6 | 80.4 | 88.0 | 87.6 | 90.2 | 95.0 | 98.2 |