Research Article
A Stacking Ensemble for Network Intrusion Detection Using Heterogeneous Datasets
Table 8
Classwise performance obtained using the UGR’16 dataset.
| Metric | Blacklist | Spam | Scan | SSHscan | UDPscan | DOS | DDOS | Overall |
| Recall | 0.9918 | 0.98597 | 0.98907 | 0.99056 | 0.9797128 | 0.99012 | 0.93897 | 0.9809 | Precision | 0.9940 | 0.98988 | 0.98859 | 0.98976 | 0.9818808 | 0.98703 | 0.98557 | 0.9881 | FAR | 0.0054 | 0.0062 | 0.0102 | 0.0093 | 0.0147 | 0.0117 | 0.0130 | 0.0101 | Accuracy | 0.9871 | 0.97826 | 0.98001 | 0.98218 | 0.9666758 | 0.97934 | 0.92954 | 97.19% |
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