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Table 1 Best predictive model based on DNN

From: Model based on GA and DNN for prediction of mRNA-Smad7 expression regulated by miRNAs in breast cancer

Generation Individual miRNAs count Validation Hidden layers MSE R2
23 17 45 Hold-out 42:63 0.003877 0.9275
19 16 53 Hold-out 42:63 0.004425 0.9224
21 28 53 Hold-out 42:63 0.003982 0.9174
21 6 52 Hold-out 42:63 0.003612 0.9167
17 36 52 Hold-out 42:63 0.003668 0.9139
18 20 54 Hold-out 42:63 0.004021 0.9138
22 7 50 Hold-out 42:63 0.004431 0.9137
20 8 55 Hold-out 46:61 0.004826 0.9128
17 5 53 Hold-out 42:63 0.004176 0.9119
19 25 55 Hold-out 42:63 0.004045 0.9112