Classifier | Current Top 7 | N Strongest | All N max (= 488) carriers |
---|---|---|---|
Linear SVM | |||
One-vs-one | |||
w/PCA | 57.4 (PC = 8) | 96.7 (N = 360, PC = 8) | 96.7 (PC = 8) |
w/o PCA | 68.9 | 95.1 (N = 210) | 96.7 |
One-vs-all | |||
w/PCA | 62.3 (PC = 8) | 85.2 (N = 420, PC = 4) | 85.2 (PC = 4) |
w/o PCA | 60.6 | 98.4 (N = 340) | 95.1 |
Gaussian SVM | |||
One-vs-one | * | * | * |
One-vs-all | |||
w/PCA | 65.6 (PC = 8) | 88.5 (N = 420, PC = 4) | 88.5 (PC = 4) |
w/o PCA | 68.8 | 98.4 (N = 140) | ** |
K- NN | 54.1 (K = 7) | 95.1 (N = 240, K = 10) | 91.8 (K = 12) |