Table 2 Groupwise average accuracies of various feature extraction methods combined with various classifiers applied to classify sets A, B, C, D, and E (standard deviations are noted in parentheses).
From: Combination of EEG Complexity and Spectral Analysis for Epilepsy Diagnosis and Seizure Detection
Classifier | Feature Selection | A | B | C | D | E | Accuracy |
|---|---|---|---|---|---|---|---|
LLS | All features | 94.75 (3.6) | 88.75 (5.0) | 51.00 (8.6) | 60.00 (8.0) | 92.25 (3.6) | 77.95 (1.7) |
LDA | All features | 96.00 (2.9) | 88.25 (5.3) | 51.00 (8.6) | 62.00 (8.1) | 94.25 (4.1) | 78.30 (1.7) |
BP | All features | 95.75 (3.1) | 91.50 (3.8) | 59.25 (8.8) | 63.75 (9.3) | 94.00 (2.7) | 80.85 (1.5) |
| Â | PCA | 94.75 (4.9) | 92.50 (3.3) | 63.25 (7.0) | 70.50 (9.5) | 93.00 (2.8) | 82.80 (2.5) |
LISVM | All features | 94.75 (6.5) | 92.00 (4.4) | 59.50 (5.8) | 64.50 (6.5) | 95.25 (1.4) | 81.20 (1.4) |
| Â | PCA | 94.50 (4.4) | 91.75 (4.7) | 62.50 (7.7) | 63.00 (9.1) | 94.50 (3.5) | 81.25 (2.2) |
RBFSVM | All features | 97.00 (4.4) | 93.00 (3.5) | 71.75 (6.5) | 70.00 (8.7) | 96.00 (3.4) | 85.55 (2.0) |
| Â | PCA | 94.25 (7.3) | 92.50 (3.7) | 75.75 (7.4) | 72.00 (6.7) | 95.00 (3.3) | 85.90 (2.4) |