Network intrusion detection system
Research Papers: https://drive.google.com/drive/folders/1qcjIzeobZoBoQeWGVRwQ3-dts8TibiuC?usp=drive_link
ALgo: catboost lgbm Gradientboost random Forest
Current packet parameters :(32) Source IP (src_ip) Destination IP (dst_ip) Protocol (protocol) Flow Duration (flow_duration) Total Forward Packets (total_fwd_packets) Total Backward Packets (total_bwd_packets) Forward Packet Length Max (fwd_packet_length_max) Forward Packet Length Min (fwd_packet_length_min) Forward Packet Length Mean (fwd_packet_length_mean) Forward Packet Length Std (fwd_packet_length_std) Backward Packet Length Max (bwd_packet_length_max) Backward Packet Length Min (bwd_packet_length_min) Backward Packet Length Mean (bwd_packet_length_mean) Backward Packet Length Std (bwd_packet_length_std) Flow Bytes/s (flow_bytes_per_s) Flow Packets/s (flow_packets_per_s) IAT Mean (iat_mean) IAT Std (iat_std) IAT Max (iat_max) IAT Min (iat_min) Forward FIN Flag Count (fwd_fin_count) Forward SYN Flag Count (fwd_syn_count) Forward RST Flag Count (fwd_rst_count) Forward PSH Flag Count (fwd_psh_count) Forward ACK Flag Count (fwd_ack_count) Forward URG Flag Count (fwd_urg_count) Backward FIN Flag Count (bwd_fin_count) Backward SYN Flag Count (bwd_syn_count) Backward RST Flag Count (bwd_rst_count) Backward PSH Flag Count (bwd_psh_count) Backward ACK Flag Count (bwd_ack_count) Backward URG Flag Count (bwd_urg_count)