Table 3 Ablation study of the proposed method on 6 datasets.
From: Prototype based contrastive graph clustering network for reducing false negatives
Dataset | CORA | CITESEER | AMAP | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC | NMI | ARI | F1 | ACC | NMI | ARI | F1 | ACC | NMI | ARI | F1 | |
MSAFA | 74.02 ± 0.68 | 56.72 ± 1.35 | 51.69 ± 1.70 | 71.17 ± 1.62 | 71.46 ± 0.52 | 45.05 ± 0.39 | 46.69 ± 0.87 | 62.18 ± 0.52 | 78.03 ± 0.73 | 67.39 ± 0.60 | 59.25 ± 1.38 | 72.16 ± 0.49 |
MSPDA | 75.33 ± 0.99 | 57.48 ± 0.91 | 54.43 ± 1.72 | 73.24 ± 1.29 | 71.38 ± 0.60 | 44.84 ± 0.87 | 46.61 ± 1.03 | 62.17 ± 0.64 | 78.15 ± 0.61 | 67.54 ± 0.45 | 59.38 ± 1.09 | 72.24 ± 0.43 |
Ours | 75.36 ± 1.01 | 57.48 ± 0.91 | 54.44 ± 1.72 | 73.28 ± 1.30 | 71.64 ± 0.56 | 45.29 ± 0.46 | 46.92 ± 0.97 | 62.30 ± 0.59 | 78.33 ± 0.72 | 67.46 ± 0.48 | 59.85 ± 1.40 | 72.29 ± 0.49 |
Dataset | BAT | EAT | UAT | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
ACC | NMI | ARI | F1 | ACC | NMI | ARI | F1 | ACC | NMI | ARI | F1 | |
MSAFA | 74.58 ± 1.49 | 49.64 ± 1.72 | 46.70 ± 1.92 | 74.34 ± 1.55 | 58.20 ± 0.52 | 34.72 ± 0.60 | 28.07 ± 0.57 | 58.24 ± 0.71 | 58.39 ± 1.76 | 29.36 ± 1.42 | 25.71 ± 1.32 | 57.79 ± 2.18 |
MSPDA | 76.87 ± 0.77 | 52.47 ± 0.93 | 49.88 ± 1.56 | 76.78 ± 0.68 | 58.40 ± 0.31 | 35.13 ± 0.31 | 27.51 ± 0.89 | 58.92 ± 0.47 | 58.58 ± 0.95 | 29.44 ± 1.55 | 28.36 ± 1.78 | 56.78 ± 1.89 |
Ours | 77.94 ± 1.34 | 53.66 ± 1.78 | 51.24 ± 2.32 | 77.94 ± 1.32 | 58.40 ± 1.41 | 35.19 ± 0.54 | 27.83 ± 1.00 | 58.83 ± 0.28 | 59.39 ± 0.91 | 29.52 ± 1.12 | 27.28 ± 1.28 | 58.02 ± 1.27 |