Table 1. Open in new tab Examples of...

Table 1.

Examples of model hyperparameters tested and selected, where the selected choice is marked by an ‘X’.

Max pooling		Conv. layers		Output activation
1	X	1		ReLU
2		2		sigmoid	X
3		3	X	tanh
Dropout rate		Number of first layer kernels		First layer filter size
0.1		4		1
0.3	X	8	X	3
0.5		16		5	X
0.7		32		7
0.9		64		9

Max pooling		Conv. layers		Output activation
1	X	1		ReLU
2		2		sigmoid	X
3		3	X	tanh
Dropout rate		Number of first layer kernels		First layer filter size
0.1		4		1
0.3	X	8	X	3
0.5		16		5	X
0.7		32		7
0.9		64		9