Research Article
A Novel Feature Selection Scheme and a Diversified-Input SVM-Based Classifier for Sensor Fault Classification
Table 10
AUC-ROC of classifiers obtained in experiment 4.
| Classifier | Normal | Erratic | Drift | Hardover | Spike | Stuck |
| DI-SVM | 0.9995 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.9997 | SVM | 0.9994 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.9990 | NN | 0.9697 | 0.8100 | 0.6067 | 0.5966 | 0.8000 | 0.9897 | KNN | 0.9967 | 1.0000 | 1.0000 | 1.0000 | 1.0000 | 0.9832 |
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