A Fusion of Multiagent Functionalities for Effective Intrusion Detection System

Table 15

Improved data analysis.

Classifier	Accuracy (%)	Kappa statistics (%)	FPR (%)	FNR (%)
Accuracy Updated Ensemble	93.39	90.23	3.26	8.7
Active Classifier	89.26	84.19	4.04	15.29
Leveraging Bag	95.65	93.6	2.03	6.85
LimAtt Classifier	96.59	95.02	2.49	3.39
OzaBagAdwin	96.05	94.21	2.15	5.55
OzaBagASHT	95.6	93.58	3.17	3.92
Single Classifier Drift	93.97	91.09	2.49	8.23
ARMA-IDS	97.47	94.84	2.24	3.78