Research Article

A Stacking Ensemble for Network Intrusion Detection Using Heterogeneous Datasets

Table 8

Classwise performance obtained using the UGR’16 dataset.

MetricBlacklistSpamScanSSHscanUDPscanDOSDDOSOverall

Recall0.99180.985970.989070.990560.97971280.990120.938970.9809
Precision0.99400.989880.988590.989760.98188080.987030.985570.9881
FAR0.00540.00620.01020.00930.01470.01170.01300.0101
Accuracy0.98710.978260.980010.982180.96667580.979340.9295497.19%