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Table 5 Comparison of the performances of different strategies for class imbalance

From: CapsNet-SSP: multilane capsule network for predicting human saliva-secretory proteins

Strategies

Accuracy

Sensitivity

Specificity

Precision

F-score

MCC

AUC

No strategy

0.853

0.796

0.909

0.897

0.843

0.710

0.916

Hybrid-based

0.868

0.857

0.879

0.875

0.866

0.736

0.939

Boosting-based

0.868

0.827

0.909

0.900

0.862

0.738

0.918

Bagging-based

0.888

0.847

0.929

0.922

0.884

0.779

0.948

  1. The threshold is set where the MCC reaches the maximum value
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BMC Bioinformatics

ISSN: 1471-2105

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