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

Table 7

Average detection results (%) for different low-order correlations processing methods for multiclassification on the AWID, NSL-KDD, UNSW-NB15, and CICIDS 2018 datasets.

Dataset	Method	ACC	F1
AWID	Spliced	98.62	91.03
	Attention	98.88	91.35
NSL-KDD	Spliced	78.87	84.69
	Attention	79.16	85.75
UNSW-NB15	Spliced	79.59	90.06
	Attention	80.33	91.27
CICIDS 2018	Spliced	97.86	94.01
	Attention	97.97	95.36