Node Anomaly Detection on Reddit (semi-supervised)
4.9AUPRCBernNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BernNetsetting=semi-supervised, hyperparameters=default2023.06 | 4.9 | 63.1 | 6.4 | |
| AMNetsetting=semi-supervised, hyperparameters=default2023.06 | 4.9 | 62.9 | 6.8 | |
| SVMsetting=semi-supervised, hyperparameters=default2023.06 | 4.7 | 61.8 | 6.4 | |
| GATsetting=semi-supervised, hyperparameters=default2023.06 | 4.7 | 60.5 | 6.5 | |
| BGNNsetting=semi-supervised, hyperparameters=default2023.06 | 4.7 | 63.1 | 5.6 | |
| GASsetting=semi-supervised, hyperparameters=default2023.06 | 4.7 | 60.6 | 6.6 | |
| GAT-sepsetting=semi-supervised, hyperparameters=default2023.06 | 4.6 | 60.3 | 5.8 | |
| GraphSAGEsetting=semi-supervised, hyperparameters=default2023.06 | 4.5 | 60.3 | 5.8 | |
| RF-Graphsetting=semi-supervised, hyperparameters=default2023.06 | 4.5 | 61.4 | 5.8 | |
| MLPsetting=semi-supervised, hyperparameters=default2023.06 | 4.4 | 59.1 | 6.5 | |
| RFsetting=semi-supervised, hyperparameters=default2023.06 | 4.3 | 61 | 5.6 | |
| XGBODsetting=semi-supervised, hyperparameters=default2023.06 | 4.3 | 59.1 | 4.9 | |
| GINsetting=semi-supervised, hyperparameters=default2023.06 | 4.3 | 60 | 4.8 | |
| GTsetting=semi-supervised, hyperparameters=default2023.06 | 4.3 | 59.1 | 5.6 | |
| DCIsetting=semi-supervised, hyperparameters=default2023.06 | 4.3 | 61 | 4.5 | |
| GCNsetting=semi-supervised, hyperparameters=default2023.06 | 4.2 | 56.9 | 6.2 | |
| BWGNNsetting=semi-supervised, hyperparameters=default2023.06 | 4.2 | 57.7 | 6 | |
| GHRNsetting=semi-supervised, hyperparameters=default2023.06 | 4.2 | 57.5 | 6.3 | |
| XGBoostsetting=semi-supervised, hyperparameters=default2023.06 | 4.1 | 58.9 | 5 | |
| NAsetting=semi-supervised, hyperparameters=default2023.06 | 4.1 | 59.5 | 4.6 | |
| XGB-Graphsetting=semi-supervised, hyperparameters=default2023.06 | 4.1 | 59.2 | 4.9 | |
| KNNsetting=semi-supervised, hyperparameters=default2023.06 | 4 | 58.9 | 5.7 | |
| PNAsetting=semi-supervised, hyperparameters=default2023.06 | 4 | 58.4 | 4.2 | |
| SGCsetting=semi-supervised, hyperparameters=default2023.06 | 3.8 | 53.6 | 5.9 | |
| PCGNNsetting=semi-supervised, hyperparameters=default2023.06 | 3.4 | 52.8 | 3 |