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Table 4 Classification performance without unlabeled data for different 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 62.43 61.52 55.64 71.78 52.56 9.87
15–85 89.04 86.12 85.27 92.93 91.75 4.01
25–75 94.10 93.37 91.07 96.34 96.82 2.04
35–65 96.16 96.01 94.04 98.27 98.85 1.13
50–50 97.53 97.41 95.94 98.89 99.55 0.70
75–25 98.05 99.20 97.25 99.20 99.84 0.49