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. 2020 Apr 13;6:e270. doi: 10.7717/peerj-cs.270

Table 8. Best value of hyperparameters tuned in deep neural networks.

Parameter Best value
FNN CNN
Batch size 20 10
Epochs 100 10
Training optimization algorithm Adagrad SGD
Learn rate 0.2 0.1
Momentum 0 0
Network weight initialization Normal Glorot_normal
Neuron activation function Softsign Linear
Weight constraint 3 1
Dropout regularization 0 0.4