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Table 4 Result table with randomly initialized neural network on PD.

From: Cough event classification by pretrained deep neural network

# layers # hidden units Sens. Spec. F1 Macro Ave. Mic. Ave.
1 512 0.768 0.909 0.663 0.838 0.889
1 1024 0.769 0.908 0.661 0.839 0.888
1 1536 0.783 0.903 0.661 0.843 0.886
1 2048 0.784 0.902 0.66 0.843 0.885
2 512 0.746 0.914 0.659 0.83 0.89
2 1024 0.759 0.913 0.664 0.836 0.891
2 1536 0.744 0.912 0.653 0.828 0.888
2 2048 0.745 0.912 0.654 0.828 0.888
3 512 0.755 0.905 0.648 0.83 0.884
3 1024 0.745 0.912 0.654 0.829 0.888
3 1536 0.735 0.908 0.641 0.821 0.883
3 2048 0.746 0.909 0.65 0.828 0.886
4 512 0.759 0.897 0.637 0.828 0.877
4 1024 0.736 0.905 0.637 0.82 0.881
4 1536 0.744 0.901 0.636 0.823 0.879
4 2048 0.693 0.88 0.573 0.787 0.853