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Table 11 Average NMI scores of AC-SLPA achieved using different cleaning processes on large 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

0.566

0.530

0.567

0.529

0.768

0.328

0.763

0.552

0.469

0.408

AE

0.474

0.426

0.464

0.435

0.618

0.281

0.6

0.453

0.39

0.357

AE_SVM_IF

0.544

0.503

0.539

0.508

0.757

0.290

0.726

0.559

0.44

0.369

SVM_IF

0.559

0.527

0.543

0.543

0.785

0.301

0.748

0.572

0.464

0.388