Table 5. Area under the ROC curve (AUC) scores of machine learning algorithms for injection attack detection.

ML-ALGORITMS	AUC
	XSS	SQL	OSC	LFI
Logistic Regression	0.9946	0.7155	0.9955	0.9521
Naive Bayes	0.9942	0.6872	0.9903	0.9527
KNN	0.9966	0.9752	0.9864	0.9432
SVM	0.9974	0.9979	0.9863	0.9517
Decision Tree	0.9976	0.9988	0.9963	0.9527