Research Article

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

Table 10

Performance of CNN model.

OversamplingLog lossAccuracyPrecisionRecallF1-scoreTraining time (s)

None0.00009499.9973%95.1360%97.0783%96.0500%419
SMOTE-NC0.00011899.9984%99.9952%94.9975%97.1392%490