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Table 10 Average NMI scores of AC-SLPA achieved using different cleaning processes on small synthetic networks with different network parameters

From: Overlapping community finding with noisy pairwise constraints

Cleaning process

Network parameters

\(\mu\)

Comm. Size

\(O_n\)

\(O_m\)

0.1

0.3

Small

Large

10%

50%

2

4

6

8

Hybrid

0.565

0.483

0.538

0.51

0.810

0.239

0.710

0.538

0.448

0.401

AE

0.506

0.440

0.497

0.449

0.728

0.218

0.631

0.485

0.416

0.361

AE_SVM_IF

0.553

0.463

0.525

0.49

0.800

0.215

0.701

0.522

0.432

0.376

SVM_IF

0.547

0.458

0.522

0.483

0.797

0.208

0.701

0.517

0.424

0.369