Research Article

LCHI: Low-Order Correlation and High-Order Interaction Integrated Model Oriented to Network Intrusion Detection

Table 4

The value distributions of the AWID, NSL-KDD, UNSW-NB15, CICIDS 2017, CICIDS 2018, and DAPT 2020 datasets.

DatasetAttack typeTraining setTesting set

AWIDNormal326311104657
Injection132204294
Impersonation98533083
Flooding97313081

NSL-KDDNormal673439711
DoS459277458
Probe116562421
R2L9952750
U2R52200

UNSW-NB15Normal5600037000
Generic4000018871
Exploit3339311132
Fuzzers181846062
DoS122644089
Reconnaissance104913496
Analysis2000677
Backdoor1746583
Shellcode1133378
Worm13044

CICIDS 2017Benign6509332625
DDoS8540442623

CICIDS 2018Benign445212222414
DoS-SlowHTTPTest12877964581

DAPT 2020Benign60032852
Establish foothold56212967
Reconnaissance3410