Research Article
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 |
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