基于多视图对比学习的动态图链接预测方法
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焦鹏飞, 吴子安, 刘欢, 张纪林, 万健
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Dynamic graph link prediction based on multi⁃view contrastive learning
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Pengfei Jiao, Zian Wu, Huan Liu, Jilin Zhang, Jian Wan
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表5 新边发现实验结果
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Table 5 Experimental results of dynamic new link prediction
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| DBLP | Facebook | Workplace | Primary | HS11 | HS12 | High School |
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| AUC | | GAE | 78.22%±1.18% | 85.01%±0.44% | 72.37%±1.52% | 71.25%±1.12% | 73.53%±1.52% | 78.95%±0.76% | 87.18%±0.61% | | VGAE | 80.06%±1.88% | 86.07%±0.41% | 72.11%±1.20% | 68.83%±1.17% | 74.89%±1.21% | 79.26%±0.72% | 87.83%±0.39% | | GCRN | 85.31%±1.20% | 88.04%±0.91% | 73.56%±0.90% | 65.30%±2.89% | 76.96%±1.64% | 79.21%±0.81% | 88.14%±1.27% | | VGRNN | 76.40%±1.41% | 85.66%±0.71% | 66.95%±3.64% | 69.98%±4.55% | 72.23%±2.67% | 78.72%±1.66% | 86.26%±1.15% | | EGCN | 83.20%±1.58% | 89.32%±0.67% | 67.44%±5.12% | 69.97%±1.59% | 72.09%±2.20% | 75.62%±1.90% | 89.25%±0.50% | | DySAT | 83.79%±0.60% | 90.15%±0.52% | 71.93%±0.64% | 72.48%±1.71% | 76.05%±1.22% | 78.89%±1.39% | 89.91%±0.38% | | DGCN | 69.84%±0.83% | 69.50%±0.96% | 61.04%±3.35% | 72.67%±4.25% | 66.06%±4.34% | 66.48%±2.63% | 63.71%±1.87% | | OURS | 87.82%±1.13% | 91.25%±0.42% | 75.40%±2.33% | 74.35%±1.29% | 77.96%±1.41% | 81.70%±1.00% | 90.74%±0.37% | | AP | | GAE | 78.81%±1.69% | 82.10%±0.29% | 70.75%±2.35% | 70.53%±0.77% | 70.94%±2.01% | 75.68%±1.08% | 84.90%±0.92% | | VGAE | 81.10%±1.99% | 83.75%±0.38% | 69.69%±1.80% | 68.72%±0.98% | 71.49%±1.20% | 75.50%±0.81% | 85.77%±0.54% | | GCRN | 86.33%±1.38% | 86.18%±1.13% | 75.20%±0.91% | 64.46%±2.53% | 70.81%±1.63% | 76.96%±0.65% | 86.64%±1.42% | | VGRNN | 78.71%±1.34% | 83.31%±0.59% | 68.53%±3.60% | 69.61%±3.84% | 69.20%±2.50% | 77.52%±1.61% | 85.27%±1.83% | | EGCN | 84.31%±1.73% | 87.85%±0.83% | 67.43%± 5.31% | 69.50%±1.36% | 67.61%±1.96% | 73.11%±1.64% | 87.75%±0.57% | | DySAT | 85.07%±0.56% | 88.18%±0.59% | 73.72%±0.90% | 73.53%±1.20% | 72.03%±0.58% | 76.88%±1.32% | 88.25%±0.35% | | DGCN | 68.13%±1.49% | 68.97%±1.10% | 58.28%±4.17% | 69.80%±5.29% | 63.10%±4.85% | 65.89%±4.44% | 63.64%±2.98% | | OURS | 89.13%±1.10% | 90.15%±0.31% | 74.62%±1.76% | 73.83%±1.18% | 74.23%±1.00% | 79.84%±0.97% | 87.94%±0.51% |
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