Research Article
Security Enrichment in Intrusion Detection System Using Classifier Ensemble
Table 2
Performance evaluation using detection rate (%).
| Base classifier | Logistic Regression | J48 | Naive Bayes | Attack | Model 1 | Proposed method | Model 1 | Proposed method | Model 1 | Proposed method |
| Phf | 98.73 | 100 | 57 | 81.3 | 66.7 | 71 | Teardrop | 99.11 | 100 | 100 | 100 | 100 | 100 | Normal | 100 | 99.9 | 99.9 | 99.9 | 98.6 | 99 | Smurf | 97.7 | 97.7 | 100 | 100 | 100 | 100 | Loadmodule | 57.1 | 71.4 | 67.4 | 74.2 | 85.7 | 85.7 |
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