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Table 4 The performance of feature-selection method and ensemble learning

From: An improved sequence based prediction protocol for DNA-binding proteins using SVM and comprehensive feature analysis

Method

DNAdset

DNAaset

 

Acc

AUC

F-score

Sen

Sp

MCC

Acc

AUC

F-score

Sen

Sp

MCC

mRMR-IFS

0.940

0.973

0.940

0.964

0.917

0.881

0.789

0.864

0.793

0.819

0.766

0.575

Ensemble-voting

0.898

N/A

0.900

0.905

0.892

0.797

0.789

N/A

0.792

0.801

0.778

0.579

Ensemble-stacking

0.907

0.965

0.910

0.935

0.878

0.819

0.811

0.885

0.808

0.814

0.799

0.614

  1. N/A - not available.
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BMC Bioinformatics

ISSN: 1471-2105

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