Table 5 Performance comparison with other feature selection approaches
From: Ensemble-based multi-filter feature selection method for DDoS detection in cloud computing
Approach | Classifier | No. of features | Accuracy (%) | Time to build model (s) |
|---|---|---|---|---|
CFS [44] | C4.5 | NA | 99.13 | NA |
CFS, CONS and INTERACT [20] | HNB_PKI_INT | 7 | 93.72 | NA |
Gradual feature removal [14] | Cluster methods, ant colony algorithm and SVM | 19 | 98.62 | NA |
CSE and CFS [45] | GA | 32 | 78 | NA |
Linear correlation-based [42] | C.45 | 17 | 99.1 | 12.02 |
Our method (EMFFS) | J48 | 13 | 99.67 | 0.78 |