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

Table 1

Detection results (%) of MCA method from the same, different, and all feature types.

Dataset	MCA types	Dimension	Model accuracy
			CNN	LSTM	DNN
NSL-KDD	Same type	285	79.76	79.64	81.48
	Different types	535	78.59	78.04	78.45
	All types	820	78.27	78.45	80.09
UNSW-NB15	Same type	309	78.96	79.10	79.23
	Different types	552	76.28	78.31	77.04
	All types	861	78.19	78.24	78.48