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Table 5 The performance of different machine learning methods

From: Prediction of conformational B-cell epitopes from 3D structures by random forests with a distance-based feature

 

Bound dataset

Unbound dataset

Method

AUC

F

ACC

SN

SP

AUC

F

ACC

SN

SP

ANN

0.588

0.213

0.557

0.5832

0.548

0.627

0.245

0.532

0.668

0.505

SVM

0.595

0.213

0.543

0.606

0.533

0.637

0.253

0.541

0.688

0.523

RF

0.633

0.227

0.672

0.490

0.692

0.654

0.256

0.608

0.601

0.606

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BMC Bioinformatics

ISSN: 1471-2105

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