Research Article
Advanced Support Vector Machine- (ASVM-) Based Detection for Distributed Denial of Service (DDoS) Attack on Software Defined Networking (SDN)
Table 2
Evaluation of prediction performance of ASVM method.
| Split rate | Training data (%) | Testing data (%) | False alarm rate | Detection rate | Accuracy |
| 0.1 | 90 | 10 | 0 | 1.0 | 1.0 | 0.2 | 80 | 20 | 0.06 | 0.93 | 0.93 | 0.3 | 70 | 30 | 0.02 | 0.98 | 0.97 | 0.4 | 60 | 40 | 0.03 | 0.97 | 0.96 | 0.5 | 50 | 50 | 0.01 | 0.99 | 0.98 | 0.6 | 40 | 60 | 0.01 | 0.99 | 0.98 | 0.7 | 30 | 70 | 0.01 | 0.99 | 0.99 | 0.8 | 20 | 80 | 0.03 | 0.96 | 0.96 | 0.9 | 10 | 90 | 0.03 | 0.97 | 0.97 |
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