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4 未知边预测实验结果
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Table 4 Experimental results of dynamic link prediction
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| DBLP | Facebook | Workplace | Primary | HS11 | HS12 | High School |
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| AUC | | GAE | 83.89%±1.22% | 84.91%±0.66% | 77.91%±1.19% | 79.41%±0.87% | 76.38%±0.97% | 83.59%±0.72% | 90.62%±0.66% | | VGAE | 85.23%±0.80% | 86.39%±0.49% | 77.75%±1.20% | 77.80%±0.81% | 77.83%±0.92% | 83.93%±0.60% | 91.32%±0.35% | | GCRN | 87.03%±1.17% | 86.23%±1.06% | 80.99%±0.72% | 72.51%±3.49% | 80.75%±1.57% | 85.31%±0.65% | 90.61%±1.31% | | VGRNN | 82.12%±0.99% | 86.07%±0.85% | 71.46%±3.95% | 76.62%±4.80% | 74.05%±2.93% | 84.23%±1.15% | 89.70%±1.32% | | EGCN | 83.96%±0.82% | 86.94%±0.59% | 74.30%±5.13% | 79.04%±1.39% | 76.83%±1.37% | 82.15%±1.41% | 90.12%±0.52% | | DySAT | 86.08%±1.42% | 89.51%±0.36% | 79.61%±0.84% | 80.81%±0.77% | 79.54%±0.54% | 86.16%±0.41% | 92.62%±0.15% | | DGCN | 70.70%±1.56% | 70.71%±0.89% | 63.61%±4.27% | 69.36%±3.76% | 69.33%±1.99% | 70.83%±2.33% | 66.52%±3.30% | | OURS | 87.77%±0.95% | 89.42%±0.55% | 82.33%±1.37% | 83.05%±0.83% | 82.85%±0.62% | 86.73%±0.73% | 91.87%±0.47% | | AP | | GAE | 85.10%±1.41% | 82.80%±0.90% | 77.25%±1.02% | 79.42%±0.98% | 73.88%±1.40% | 81.82%±1.08% | 88.40%±1.17% | | VGAE | 86.76%±1.14% | 85.09%±0.62% | 76.24%±1.27% | 78.16%±1.30% | 74.00%±1.44% | 81.96%±0.98% | 89.39%±0.53% | | GCRN | 88.87%±0.84% | 86.23%±1.06% | 82.74%±0.94% | 70.83%±3.34% | 76.67%±1.75% | 83.68%±0.88% | 89.12%±1.42% | | VGRNN | 84.19%±1.16% | 84.51%±0.74% | 73.47%±4.02% | 76.97%±5.18% | 72.58%±2.46% | 83.78%±1.09% | 88.42%±1.90% | | EGCN | 86.57%±0.69% | 85.90%±0.83% | 74.96%±4.79% | 79.10%±1.27% | 73.32%±1.29% | 80.74%±1.21% | 89.29%±0.52% | | DySAT | 87.65%±1.19% | 88.15%±0.41% | 80.01%±0.79% | 81.44%±0.92% | 76.81%±0.77% | 85.05%±0.36% | 91.59%±0.42% | | DGCN | 68.00%±2.64% | 69.49%±1.57% | 60.28%±5.52% | 67.49%±4.82% | 64.82%±2.84% | 70.41%±4.24% | 65.19%±4.61% | | OURS | 89.37%±0.84% | 88.46%±0.82% | 82.28%±0.85% | 83.57%±0.76% | 80.38%±1.16% | 84.88%±0.95% | 89.93%±0.65% |
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