Research Article
Efficient Intrusion Detection System for SDN Orchestrated Internet of Things
Table 8
Comparison with works involving the generic CICIDS2017 dataset.
| No | Work | Best accuracy (%) | Precision (%) | No of features | SDN based | Remark |
| 1 | [26] | 99.6 | 98.8 (DR) | 10 | No | For all attacks | — | 98.323 | 10 | No | DoS and DDoS | 100 | 99.999 | 10 | No | DoS and DDoS (class balanced dataset) | 2 | [27] | 99.16 | — | — | No | Overall result | — | 98.647 | — | No | DoS | 3 | [28] | 95.53 | 98.94 | - | No | Result for DDoS | 4 | [23] | 99.665 | 94.457 (DR) | — | No | Overall result | — | 97.972 (DR) | — | No | DoS and DDoS | 5 | [13] | 99.912 | 99.85 | — | No | Overall result | 99.778 | 99.942 | — | No | Overall result |
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