Research Article
Name Disambiguation Based on Graph Convolutional Network
Table 3
Performance of GCN-based disambiguation method on each dataset.
| Datasets | Name reference items | Real author entities | Papers | GCN | AGCN | Pre | Rec | F1 | Pre | Rec | F1 |
| AMiner-18 | 100 | 6399 | 35129 | 65.59 | 69.96 | 65.71 | 68.00 | 67.74 | 65.87 | AMiner-12 | 109 | 1546 | 7447 | 73.94 | 78.29 | 74.62 | 77.76 | 77.98 | 76.66 | BAT-CN | 94 | 307 | 4128 | 84.91 | 84.07 | 83.43 | 85.45 | 81.65 | 82.55 | BAT-EN | 15 | 35 | 1288 | 79.66 | 94.67 | 84.62 | 81.10 | 95.38 | 85.85 | Average | | | | 76.03 | 81.75 | 77.10 | 78.08 | 80.69 | 77.73 |
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