Fraud Detection on YelpChi (1% train ratio)
0.8316AUCADC-GNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ADC-GNNTraining ratio=1%, Random seed=722026.06 | 0.8316 | 69.49 | |
| ARCTraining ratio=1%, Random seed=722026.06 | 0.8003 | 66.88 | |
| ConsisGADTraining ratio=1%, Random seed=722026.06 | 0.8 | 63.21 | |
| CGNNTraining ratio=1%, Random seed=722026.06 | 0.7986 | 66.91 | |
| UniGADTraining ratio=1%, Random seed=722026.06 | 0.7968 | 66.35 | |
| CGADTraining ratio=1%, Random seed=722026.06 | 0.7936 | 65.84 | |
| GHRNTraining ratio=1%, Random seed=722026.06 | 0.7833 | 66.08 | |
| GWNNTraining ratio=1%, Random seed=722026.06 | 0.7658 | 64.63 | |
| GTANTraining ratio=1%, Random seed=722026.06 | 0.7571 | 60.17 | |
| PC-GNNTraining ratio=1%, Random seed=722026.06 | 0.7523 | 54.98 | |
| BW-GNNTraining ratio=1%, Random seed=722026.06 | 0.7467 | 67.26 | |
| CARE-GNNTraining ratio=1%, Random seed=722026.06 | 0.7448 | 58.74 | |
| ChebyNetTraining ratio=1%, Random seed=722026.06 | 0.7422 | 63.63 | |
| DIG-In-GNNTraining ratio=1%, Random seed=722026.06 | 0.7368 | 63.86 | |
| COFDTraining ratio=1%, Random seed=722026.06 | 0.7026 | 59.07 | |
| GINTraining ratio=1%, Random seed=722026.06 | 0.6646 | 58.72 |