From: Ensemble-based multi-filter feature selection method for DDoS detection in cloud computing
Filter method | No. of features | Accuracy (%) | Detection rate (%) | False alarm rate (%) | Time (s) |
---|---|---|---|---|---|
Full set | 41 | 99.56 | 99.49 | 0.38 | 2.75 |
Info gain | 14 | 99.66 | 99.74 | 0.41 | 0.83 |
Gain ratio | 14 | 99.60 | 99.68 | 0.47 | 1.12 |
Chi-squared | 14 | 99.66 | 99.74 | 0.41 | 0.92 |
ReliefF | 14 | 99.08 | 99.02 | 0.87 | 0.93 |
EMFFS | 13 | 99.67 | 99.76 | 0.42 | 0.78 |