A Novel Feature Selection Scheme and a Diversified-Input SVM-Based Classifier for Sensor Fault Classification

Table 12

AUC-ROC of classifiers obtained in experiment 5.

Classifier	Normal	Erratic	Drift	Hardover	Spike	Stuck
DI-SVM	0.9767	0.9925	0.9383	1.0000	0.9996	0.8820
SVM	0.9766	0.9829	0.8997	0.8948	0.9663	0.8676
NN	0.9223	0.7933	0.5845	0.6077	0.8103	0.8820
KNN	0.9422	0.9565	0.9913	1.0000	0.9983	0.9269