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