Node Anomaly Detection on Reddit fully-supervised
7.7AUPRCBGNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BGNNsetting=fully-supervised, hyperparameters=default2023.06 | 7.7 | 72.2 | 10.7 | |
| XGBODsetting=fully-supervised, hyperparameters=default2023.06 | 7.5 | 68.6 | 10.9 | |
| AMNetsetting=fully-supervised, hyperparameters=default2023.06 | 7.3 | 68.4 | 10.3 | |
| GHRNsetting=fully-supervised, hyperparameters=default2023.06 | 7.2 | 66 | 11.6 | |
| GASsetting=fully-supervised, hyperparameters=default2023.06 | 7.1 | 67.5 | 9.9 | |
| BernNetsetting=fully-supervised, hyperparameters=default2023.06 | 7.1 | 66.8 | 10.5 | |
| BWGNNsetting=fully-supervised, hyperparameters=default2023.06 | 6.9 | 65.4 | 10.7 | |
| SVMsetting=fully-supervised, hyperparameters=default2023.06 | 6.5 | 67.8 | 8 | |
| GCNsetting=fully-supervised, hyperparameters=default2023.06 | 6.5 | 65.2 | 10 | |
| DCIsetting=fully-supervised, hyperparameters=default2023.06 | 6.1 | 66.5 | 7.3 | |
| GATSepsetting=fully-supervised, hyperparameters=default2023.06 | 6.1 | 66.1 | 7.6 | |
| MLPsetting=fully-supervised, hyperparameters=default2023.06 | 6 | 65.5 | 7.5 | |
| GATsetting=fully-supervised, hyperparameters=default2023.06 | 5.9 | 65.3 | 6.9 | |
| NAsetting=fully-supervised, hyperparameters=default2023.06 | 5.7 | 62.4 | 6.9 | |
| GINsetting=fully-supervised, hyperparameters=default2023.06 | 5.7 | 65.5 | 6.8 | |
| GTsetting=fully-supervised, hyperparameters=default2023.06 | 5.7 | 63.7 | 7.7 | |
| XGBoostsetting=fully-supervised, hyperparameters=default2023.06 | 5.6 | 61.6 | 7.5 | |
| XGB-Graphsetting=fully-supervised, hyperparameters=default2023.06 | 5.6 | 62.8 | 7.6 | |
| GraphSAGEsetting=fully-supervised, hyperparameters=default2023.06 | 5.5 | 62.8 | 7.2 | |
| PNAsetting=fully-supervised, hyperparameters=default2023.06 | 5.4 | 64.6 | 6.1 | |
| RF-Graphsetting=fully-supervised, hyperparameters=default2023.06 | 5.4 | 62.8 | 5.8 | |
| RFsetting=fully-supervised, hyperparameters=default2023.06 | 5.3 | 62 | 5.9 | |
| KNNsetting=fully-supervised, hyperparameters=default2023.06 | 4.8 | 56.5 | 9.3 | |
| SGCsetting=fully-supervised, hyperparameters=default2023.06 | 4.6 | 54.5 | 7.8 | |
| PCGNNsetting=fully-supervised, hyperparameters=default2023.06 | 4.2 | 53.2 | 5 |