Research Article
Classifying High-Dimensional Patterns Using a Fuzzy Logic Discriminant Network
Table 4
Validation patterns (
) confusion matrices for benchmark classifiers using averaged features.
| No. Features | Desired versus Predicted | SVM | LDA | Normal | Abnormal | | Normal | Abnormal | |
| 4255 | Normal | 33 | 16 | 0.64 | 30 | 19 | 0.60 | Abnormal | 9 | 12 | 9 | 12 | 851 | Normal | 35 | 14 | 0.70 | 35 | 14 | 0.71 | Abnormal | 7 | 14 | 7 | 14 | 185 | Normal | 38 | 11 | 0.77 | 37 | 12 | 0.74 | Abnormal | 5 | 16 | 6 | 15 | 115 | Normal | 37 | 12 | 0.76 | 37 | 12 | 0.73 | Abnormal | 5 | 16 | 7 | 14 | 37 | Normal | 35 | 14 | 0.70 | 36 | 13 | 0.69 | Abnormal | 7 | 14 | 9 | 12 | 23 | Normal | 35 | 14 | 0.70 | 35 | 14 | 0.71 | Abnormal | 7 | 14 | 7 | 14 | 5 | Normal | 30 | 19 | 0.60 | 30 | 19 | 0.60 | Abnormal | 9 | 12 | 9 | 12 |
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