Fraud Detection on Amazon (1% train ratio)
0.9501AUCADC-GNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ADC-GNNTraining ratio=1%, Random seed=722026.06 | 0.9501 | 92.3 | |
| DIG-In-GNNTraining ratio=1%, Random seed=722026.06 | 0.9279 | 84.47 | |
| GHRNTraining ratio=1%, Random seed=722026.06 | 0.9276 | 91.29 | |
| CGNNTraining ratio=1%, Random seed=722026.06 | 0.9275 | 90.97 | |
| ARCTraining ratio=1%, Random seed=722026.06 | 0.9268 | 90.76 | |
| UniGADTraining ratio=1%, Random seed=722026.06 | 0.9242 | 91.22 | |
| ConsisGADTraining ratio=1%, Random seed=722026.06 | 0.9201 | 90.54 | |
| CGADTraining ratio=1%, Random seed=722026.06 | 0.9186 | 90.49 | |
| PC-GNNTraining ratio=1%, Random seed=722026.06 | 0.9148 | 87.36 | |
| GTANTraining ratio=1%, Random seed=722026.06 | 0.9079 | 87.54 | |
| BW-GNNTraining ratio=1%, Random seed=722026.06 | 0.9075 | 91.09 | |
| COFDTraining ratio=1%, Random seed=722026.06 | 0.9012 | 87.95 | |
| CARE-GNNTraining ratio=1%, Random seed=722026.06 | 0.8869 | 59.53 | |
| ChebyNetTraining ratio=1%, Random seed=722026.06 | 0.8821 | 87.41 | |
| GWNNTraining ratio=1%, Random seed=722026.06 | 0.8769 | 88.99 | |
| GINTraining ratio=1%, Random seed=722026.06 | 0.8265 | 72.81 |