Improved TLBO-JAYA Algorithm for Subset Feature Selection and Parameter Optimisation in Intrusion Detection System

Table 15

Comparison with the existing work for the CICIDS 2017 dataset.

Ref.	Method	Dataset	Acc.	DR	FAR
[41]	Hybrid model	CICIDS	89.76	N.G	N.G
[42]	Wrapper-based feature selection	CICIDS	97.68	N.G	N.G
[43]	Feature selection technique and SVM	CICIDS	0.9803	N.G	N.G
TLBO-SVM	TLBO and SVM	CICIDS	0.9794	0.9745	0.0274
ITLBO-SVM	Improved TLBO and SVM	CICIDS	0.9804	0.9755	0.0271
ITLBO-JAYA-SVM	Improved TLBO, improved JAYA and SVM	CICIDS	0.981	0.9773	0.0266
ITLBO-IPJAYA-SVM	Improved TLBO, improved JAYA and SVM	CICIDS	0.9817	0.9782	0.0264