Table 19 Average NMI scores of AC-SLPA using different cleaning methods (Hybrid, AE, AE_SVM_IF, and SVM_IF), SLPA and AC-SLPA with noisy pairwise constraints on three real-world networks. Average ranks across the networks are also reported
From: Overlapping community finding with noisy pairwise constraints
Network | SLPA | AC-SLPA | AC-SLPA_Hybrid | AC-SLPA_AE | AC-SLPA_AE_SVM_IF | AC-SLPA_SVM_IF |
|---|---|---|---|---|---|---|
Amazon | 0.957 | 0.956 | 0.956 | 0.952 | 0.951 | 0.955 |
YouTube | 0.627 | 0.778 | 0.818 | 0.778 | 0.751 | 0.751 |
DBLP | 0.897 | 0.892 | 0.921 | 0.906 | 0.889 | 0.893 |
Avg. Ranks | 3.3 | 3.7 | 1.3 | 3.0 | 5.3 | 4.3 |