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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
  1. NA not available