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 | 98.85 | 99.01 | 83.67 | 75.97 | 99.93* | 93.86* | 95.51* | 70.78* | 62.16* | 99.89 |
Walk | Concat | 99.20 | 99.30 | 91.01 | 85.46 | 99.94* | 93.99 | 95.70 | 71.11 | 62.65 | 99.89 |
LINE | Average | 99.10* | 99.23* | 90.36* | 84.56 | 99.97 | 88.68* | 92.27* | 55.61* | 46.41* | 99.89 |
Concat | 99.13 | 99.24 | 90.07 | 84.03 | 99.95* | 90.32 | 93.01 | 62.51 | 53.21 | 99.89 | |
node- | Average | 98.71 | 98.90 | 82.98 | 75.29 | 99.94* | 88.40 | 92.07 | 55.72 | 46.48 | 99.87 |
2vec | Concat | 99.16 | 99.21 | 88.94 | 82.14 | 99.92* | 88.13 | 91.83 | 53.24 | 43.69 | 99.84 |
AA | N/A | 92.92 | 84.56 | 56.48 | 66.38 | 83.33 | 85.10 | 80.24 | 35.49 | 40.13 | 90.56 |
CN | N/A | 98.40 | 98.28 | 79.84 | 87.10 | 99.94* | 88.37 | 88.83 | 43.67 | 46.59 | 99.84 |
JI | N/A | 92.36 | 87.59 | 65.44 | 59.74 | 91.21 | 86.08 | 83.52 | 38.66 | 38.75 | 94.27 |