Intrusion Detection System for Internet of Things Based on Temporal Convolution Neural Network and Efficient Feature Engineering

Table 9

Performance of LSTM model.

Oversampling	Log loss	Accuracy	Precision	Recall	F1-score	Training time (s)
None	0.002027	99.9654%	99.9443%	84.5703%	89.3016%	762
SMOTE-NC	0.002131	99.9643%	84.0246%	99.5169%	88.5303%	746