CNNdel: Calling Structural Variations on Low Coverage Data Based on Convolutional Neural Networks

Table 4

Comparisons of different model parameters.

Layers	Activation	Learning rate	Batch range	Run time	Mortality	Space requirements
C1 + P1 + F1 + F2	Tanh	0.1	8~512	Medium	Hardly	Large
	ReLU	0.1	8~512	Fast	Medium
	Softplus	0.1	1, 8, 64	Slow	High
C1 + P1 + C2 + P2 + F1 + F2	Tanh	0.1	8~512	Medium	Hardly	Medium
	ReLU	0.1	8~512	Fast	Medium
	Softplus	0.1	1, 8	Slow	High
C1 + P1 + C2 + P2 + C3 + P3 + F1 + F2	Tanh	0.1	8~512	Medium	Hardly	Small
	ReLU	0.1	8, 64	Faster	Medium
	Softplus	0.1	1, 8	Slow	High