Research Article

Network Intrusion Detection Method Based on FCWGAN and BiLSTM

Table 7

Detection accuracy under the influence of different noise levels.

DatasetNoise level
00.020.040.060.08

NSL-KDD99.57 ± 0.2199.55 ± 0.2299.45 ± 0.2298.88 ± 0.2498.27 ± 0.25
UNSW-NB1585.59 ± 0.2785.53 ± 0.2985.28 ± 0.3084.71 ± 0.3184.15 ± 0.33