Table 5 CNN accuracy and F1-score on NSL-KDD dataset with and without SMOTE.

From: An efficient data driven framework for intrusion detection in wireless sensor networks using deep learning

Preprocessing

Accuracy (%)

F1-Score (%)

Without SMOTE

85.2

77.3

With SMOTE

89.6

84.1

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