Table 1 AUC results for graph-level anomaly detection
AUC | EEXPT.1 | EEXPT.2 | EEXPT.3 | MEAN | STD |
|---|---|---|---|---|---|
OCSVM | 82.69% | 54.41% | 54.32% | 63.81% | 16.35% |
IF | 91.83% | 82.37% | 81.09% | 85.10% | 5.87% |
LOF | 92.63% | 92.31% | 93.43% | 92.79% | 0.58% |
GAAN | 75.16% | 53.69% | 58.81% | 62.55% | 11.21% |
OCGNN | 89.58% | 91.19% | 90.38% | 90.38% | 0.81% |
GCNAE | 92.63% | 92.63% | 92.63% | 92.63% | 0.00% |
DOMINANT | 86.70% | 88.30% | 86.70% | 87.23% | 0.92% |
CONAD | 90.71% | 90.06% | 90.06% | 90.28% | 0.38% |
GUIDE | 92.63% | 92.79% | 92.95% | 92.79% | 0.16% |
GRAM | 95.19% | 94.87% | 95.35% | 95.14% | 0.24% |