Towards a Scalable and Adaptive Learning Approach for Network Intrusion Detection

Table 3

Performance comparison of the three classifiers.

Attack type	SMO (%)	Bayes Net (%)	Random forest (%)
Normal	99.90	98.98	99.94
DoS	96.2	96.3	99.98
Probe	96.6	88.66	98.08
U2R	85.7	85.7	85.14
R2L	75.96	79.8	91.34