Behavioral Anomaly Detection on GeoLife
0.7336AUROCTOD4Traj
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TOD4TrajAnomaly Injection Policy=Combined2026.06 | 0.7336 | 0.0936 | |
| TOD4TrajAnomaly Injection Policy=Inter2026.06 | 0.7109 | 0.1018 | |
| IBADAnomaly Injection Policy=Inter2026.06 | 0.7079 | 0.1213 | |
| TOD4TrajAnomaly Injection Policy=Intra2026.06 | 0.6533 | 0.0643 | |
| IBADAnomaly Injection Policy=Combined2026.06 | 0.6404 | 0.0938 | |
| BeSTADAnomaly Injection Policy=Inter2026.06 | 0.6297 | 0.1562 | |
| Isolation ForestAnomaly Injection Policy=Combined2026.06 | 0.6279 | 0.0726 | |
| GaussianHMMAnomaly Injection Policy=Combined2026.06 | 0.6274 | 0.0725 | |
| Isolation ForestAnomaly Injection Policy=Inter2026.06 | 0.6149 | 0.0747 | |
| BeSTADAnomaly Injection Policy=Combined2026.06 | 0.6128 | 0.1423 | |
| IBADAnomaly Injection Policy=Intra2026.06 | 0.5974 | 0.0725 | |
| GaussianHMMAnomaly Injection Policy=Inter2026.06 | 0.5972 | 0.0872 | |
| DeepSVDDAnomaly Injection Policy=Inter2026.06 | 0.5906 | 0.0689 | |
| TrajGenAgentAnomaly Injection Policy=Intra2026.06 | 0.5903 | 0.0461 | |
| Isolation ForestAnomaly Injection Policy=Intra2026.06 | 0.5847 | 0.0459 | |
| GaussianHMMAnomaly Injection Policy=Intra2026.06 | 0.5753 | 0.0494 | |
| TrajGenAgentAnomaly Injection Policy=Combined2026.06 | 0.5751 | 0.0568 | |
| DeepSVDDAnomaly Injection Policy=Combined2026.06 | 0.5749 | 0.0718 | |
| DeepSVDDAnomaly Injection Policy=Intra2026.06 | 0.567 | 0.0442 | |
| ICADAnomaly Injection Policy=Combined2026.06 | 0.5657 | 0.055 | |
| OCSVMAnomaly Injection Policy=Inter2026.06 | 0.5354 | 0.0649 | |
| BeSTADAnomaly Injection Policy=Intra2026.06 | 0.5308 | 0.0443 | |
| OCSVMAnomaly Injection Policy=Intra2026.06 | 0.5305 | 0.0374 | |
| OCSVMAnomaly Injection Policy=Combined2026.06 | 0.5052 | 0.0617 | |
| TrajGenAgentAnomaly Injection Policy=Inter2026.06 | 0.5026 | 0.05 | |
| ICADAnomaly Injection Policy=Intra2026.06 | 0.4842 | 0.0336 | |
| ICADAnomaly Injection Policy=Inter2026.06 | 0.4813 | 0.049 |