Table 8 ML and DL multi-class classification results for SARS-CoV-2 proteins using the real experimental dataset and the GAN augmented dataset, 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

0.5600

0.9437

0.4933

0.9465

0.5600

0.9437

0.7904

0.9851

0.5040

0.9432

GBM

0.5200

0.9500

0.3404

0.9551

0.5200

0.9500

0.7904

0.9872

0.4095

0.9505

SVM

0.6000

0.9375

0.4745

0.9409

0.6000

0.9375

0.8281

0.9838

0.5268

0.9380

KNN

0.6400

0.9187

0.5806

0.9245

0.6400

0.9187

0.8520

0.9781

0.6038

0.9177

DeepATsers

0.6000

0.9750

0.5529

0.9757

0.6000

0.9750

0.7594

0.9984

0.5479

0.9750