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Table 2 Classification performance with labeled data in % with different training and testing data set division ratios

From: Restricted Boltzmann machine and softmax regression for fault detection and classification

Ratio (%) Pos 1 Pos 2 Pos 3 Pos 4 MV MV SD
5–95 84.5 79.15 72.23 86.99 81.50 7.80
15–85 98.65 96.8 91.59 98.77 99.35 0.75
25–75 99.64 99.22 95.37 99.51 99.85 0.47
35–65 99.93 99.62 97.08 99.79 99.99 0.09
50–50 99.99 99.93 98.61 99.72 99.99 0.08
75–25 100 99.98 99.36 99.49 100 0