Table 3:
AUC (%) and AP (%) scores for k-GAEs with k = 1, 2, 6, 36, 72, and with layers 6, 36, and 72. Here, the p-value represents the statistical significance of the difference between the best performance of our method (reported in the last 3 rows) and the best performance of other methods.
Dataset | chameleon | texas | wisconsin | |||
---|---|---|---|---|---|---|
AUC (%) | AP (%) | AUC (%) | AP (%) | AUC (%) | AP (%) | |
Linear-GAE | 45.21 ± 3.75 | 53.74 ± 3.79 | 12.97 ± 11.78 | 40.41 ± 8.45 | 21.98 ± 7.24 | 44.53 ± 5.64 |
2-GAE | 46.33 ± 6.26 | 54.62 ± 5.77 | 22.19 ± 12.65 | 46.35 ± 8.55 | 34.63 ± 11.13 | 57.09 ± 7.12 |
6-GAE | 37.67 ± 5.80 | 49.71 ± 4.69 | 15.31 ± 10.66 | 42.38 ± 8.73 | 19.51 ± 7.88 | 45.14 ± 8.00 |
36-GAE | 50.00 ± 0.00 | 50.00 ± 0.00 | 50.00±0.00 | 50.00 ± 0.00 | 50.00 ± 0.00 | 50.00 ± 0.00 |
72-GAE | 50.00 ± 0.00 | 50.00 ± 0.00 | 50.00±0.00 | 50.00 ± 0.00 | 50.00 ± 0.00 | 50.00 ± 0.00 |
56.89 ± 4.14 | 62.89 ± 4.42 | 45.78 ± 9.63 | 61.06±8.74 | 53.95 ± 10.92 | 67.76 ± 8.62 | |
58.35 ± 6.61 | 60.60 ± 5.78 | 45.16 ± 10.86 | 60.44 ± 9.74 | 54.20±10.55 | 67.78±8.73 | |
62.26±0.17 | 65.02±1.46 | 46.09 ± 9.56 | 61.04 ± 8.82 | 53.70 ± 9.52 | 67.46 ± 7.80 | |
(t-statistics, p-value) | (228.06, <0.0001) | (5.52, <0.0001) | (−1.29, 0.2122) | (4.00, 0.0008) | (1.26, 0.2241) | (3.00, 0.0077) |