Table 5 Classification and timing performance (in s) with SD of MV for different sizes of hidden layer for typical division ratio of 25–75%

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

Hidden size	Accuracy WoUD	Accuracy WiUD	Time WoUD	Time WiUD	SD WoUD	SD WiUD
25	89.51	99.38	9.11	42.45	5.77	1.01
50	93.57	99.78	16.85	64.51	5.05	0.57
75	96.84	99.78	25.91	88.83	4.11	0.57
100	98.47	99.81	32.69	105.85	3.25	0.44
125	99.83	99.84	43.56	135.79	0.36	0.29
150	99.72	99.92	49.50	152.05	0.48	0.19
175	99.83	99.94	58.67	176.36	0.33	0.22
200	99.96	99.86	59.20	181.11	0.15	0.28

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