Towards a Scalable and Adaptive Learning Approach for Network Intrusion Detection

Table 2

Performance comparison of algorithms with different evaluation metrics.

Performance metrics	SMO (%)	Bayes Net (%)	Random forest (%)
TP rate	98.1	97.6	99.9
FP rate	2.0	2.2	0.1
Precision	98.2	97.6	99.9
Recall	98.1	97.6	99.9
F-measure	96.4	97.6	99.9
Accuracy	98.1	97.6	99.91