Table 5 ML and DL model binary classification analysis of SARS-CoV-2 proteins with and without augmented experimental datasets, respectively.

From: DeepATsers: a deep learning framework for one-pot SERS biosensor to detect SARS-CoV-2 virus

Model

Accuracy

Precision

Sensitivity

Specificity

f1-score

 

Real data

Augm. data

Real data

Augm. data

Real data

Augm. data

Real data

Augm. data

Real data

Augm. data

RF

0.9231

0.9733

0.9524

0.9885

0.9524

0.9663

0.8000

0.9836

0.9524

0.9773

GBM

0.8846

0.9733

0.8750

0.9775

1.0000

0.9775

0.4000

0.9672

0.7000

0.9775

SVM

0.8462

0.9867

0.8696

1.0000

0.9524

0.9775

0.4000

1.0000

0.9091

0.9886

KNN

0.8846

0.9800

0.9500

0.9886

0.9048

0.9775

0.8000

0.9836

0.9268

0.9831

DeepATsers

0.8462

1.0000

0.8696

1.0000

0.9524

1.0000

0.4000

1.0000

0.9091

1.0000

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