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Table 4 The effect of the combination parameter λ (Dataset A: M.musculus)

From: Protein function prediction by collective classification with explicit and implicit edges in protein-protein interaction networks

parameter λ

molecular function

 

biological process

 

cellular component

1st

2nd

3rd

1st

2nd

3rd

4th

1st

2nd

3rd

Origin

0.282

0.124

0.099

0.389

0.233

0.127

0.087

1.632

0.449

0.237

λ=0.1

0.327

0.160

0.149

0.416

0.229

0.131

0.104

1.762

0.549

0.267

λ=0.3

0.470

0.285

0.230

0.563

0.317

0.157

0.135

2.020

0.670

0.319

λ=0.5

0.442

0.296

0.161

0.537

0.267

0.147

0.146

1.850

0.618

0.279

λ=0.7

0.404

0.253

0.183

0.493

0.285

0.168

0.109

1.654

0.540

0.245

λ=0.9

0.376

0.206

0.110

0.429

0.243

0.115

0.131

1.522

0.414

0.197