Random slice | Time slice | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Node | AUC | AUC | Avg. | Prec | AUC | AUC | Avg. | Prec | |||
Method | combination | (ROC) | (PR) | MAP | R-prec | @ k | (ROC) | (PR) | MAP | R-prec | @ k |
Deep- | Average | 97.69 | 97.62 | 79.24 | 73.86 | 99.30 | 89.40 | 90.10 | 68.94 | 63.30 | 97.25* |
Walk | Concat | 97.74 | 97.65 | 82.48 | 77.70 | 99.18 | 92.12 | 92.78 | 71.61 | 65.96 | 98.04 |
LINE | Average | 98.10* | 97.80* | 83.13* | 78.22* | 99.54* | 91.86 | 92.31 | 72.85 | 67.76 | 97.40 |
Concat | 98.08 | 97.76 | 82.94 | 78.04 | 99.29 | 93.55 | 93.74 | 73.60 | 68.57 | 97.90 | |
node- | Average | 98.32* | 97.97* | 85.70* | 81.17* | 99.38* | 95.25 | 95.43 | 74.91 | 70.39 | 98.26 |
2vec | Concat | 98.51 | 98.26 | 86.49 | 81.84 | 99.49* | 93.66 | 94.66* | 73.48 | 68.77 | 98.40* |
AA | N/A | 86.10 | 90.75 | 70.97 | 57.65 | 96.13 | 77.46 | 87.69 | 74.84 | 61.39 | 98.10 |
CN | N/A | 91.20 | 94.96 | 75.72 | 69.81 | 99.64 | 85.07 | 91.81 | 76.20 | 67.73 | 99.38 |
JI | N/A | 90.80 | 93.95 | 73.93 | 68.79 | 98.59 | 84.74 | 90.20 | 75.60 | 67.49 | 97.45 |