Table 2 Selection of classifier and PC combinations to achieve the optimum sensitivity and specificity.
From: Real-time high-resolution millimeter-wave imaging for in-vivo skin cancer diagnosis
Classifier | PC combination [PC1PC2PC3PC4PC5PC6] | Sensitivity | Specificity |
|---|---|---|---|
LDA | [010101] | 0.89 ± 0.05 | 0.95 ± 0.03 |
LSVM (C = 1.7) | [111101] | 0.92 ± 0.05 | 0.98 ± 0.01 |
GSVM (C = 2) | [111111] | 0.95 ± 0.04 | 0.94 ± 0.03 |
KNN (K = 3) | [101101] | 0.95 ± 0.04 | 0.98 ± 0.02 |
MLP | [011111] | 0.97 ± 0.03 | 0.98 ± 0.02 |
