Table 8 Paired t-test results comparing our method with prior works.

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

Comparison model

Avg. F1-score difference

p-value (t-test)

LSTM IDS

+4.2%

0.018

CNN-GANomaly

+3.7%

0.025

Transformer-VAE-LSTM

+1.2%

0.031

Random Forest Ensemble

+6.8%

0.008