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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