Research Article

A Hybrid Swarm Intelligence Algorithm for Intrusion Detection Using Significant Features

Table 1

Distribution of connection types in 10% KDDCup’99 dataset.

Label% of occurrence
DoSProbeU2RR2LTotal attackTotal normal

Training data79.24%0.83%0.01%0.23%80.31%19.69%
Testing data73.90%1.34%0.07%5.20%81.51%19.49%