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Table 6 Result table with randomly initialized neural network on PI.

From: Cough event classification by pretrained deep neural network

# layers # hidden units Sens. Spec. F1 Mac. Ave. Mic. Ave.
1 512 0.769 0.903 0.692 0.836 0.879
1 1024 0.788 0.897 0.695 0.843 0.878
1 1536 0.805 0.889 0.693 0.847 0.875
1 2048 0.803 0.891 0.694 0.847 0.876
2 512 0.741 0.909 0.684 0.825 0.88
2 1024 0.765 0.902 0.688 0.833 0.878
2 1536 0.747 0.905 0.682 0.826 0.877
2 2048 0.77 0.904 0.693 0.837 0.88
3 512 0.763 0.897 0.68 0.83 0.874
3 1024 0.755 0.908 0.691 0.832 0.881
3 1536 0.757 0.905 0.688 0.831 0.879
3 2048 0.753 0.904 0.683 0.828 0.877
4 512 0.765 0.886 0.666 0.826 0.865
4 1024 0.759 0.9 0.681 0.829 0.875
4 1536 0.771 0.893 0.679 0.832 0.872
4 2048 0.709 0.894 0.642 0.801 0.861