Research Article

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

Table 6

Training time per epoch of different detection methods for multiclassification on the UNSW-NB15 and AWID datasets.

DatasetModelTraining time (second)

UNSW-NB15CNN62.12
LSTM4.52
DNN2.95
MCA2.24
LCHI5.86

AWIDCNN202.56
LSTM4.93
DNN4.22
MCA2.49
LCHI6.62