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Table 2 Classification accuracy of the DBN based experiment (%)

From: An Interpretable Denoising Layer for Neural Networks Based on Reproducing Kernel Hilbert Space and its Application in Machine Fault Diagnosis

Additional noise level Original 10 dB 5 dB 0 dB − 5 dB
DBN 83.60 69.12 59.56 48.56 40.08
DBN with the denoising layer 85.20 77.28 69.00 58.96 48.12