Network Intrusion Detection Method Based on FCWGAN and BiLSTM

Table 4

Feature selection results.

Dataset	Feature selection	Number
NSL-KDD	duration, protocol_type, service, dst_host_srv_count, src_bytes, dst_host_count, dst_bytes, count, dst_host_same_src_port_rate, dst_host_srv_diff_host_rate, srv_count, dst_host_rerror_rate, dst_host_serror_rate, diff_srv_rate, srv_diff_host_rate, hot, serror_rate, rerror_rate, num_compromised, num_root	20
UNSW-NB15	dur, sload, ct_srv_src, sbytes, stcpd, ct_src_ltm, tcprtt, ct_srv_dst, ct_dst_src_ltm, ct_dst_ltm, djit, sjit, dload, smean, ct_src_dport_ltm, dmean, service, proto, response_body_len	19