Metric: AUC (higher is better)
| # | Model↕ | AUC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Random Forest | 98.65 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 2 | Gradient Boosting | 95.88 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 3 | SOM | 65.43 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 4 | Isolation Forest | 59.42 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 5 | Latent Outlier Exposure | 58.59 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 6 | NeuTraL-AD | 57.03 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 7 | RSRAE | 55.38 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 8 | SOM-DAGMM | 53.82 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 9 | Local Outlier Factor | 52.86 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 10 | One Class Support Vector Machines | 51.68 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |
| 11 | DAGMM | 51.22 | No | Unsupervised Anomaly Detection for Auditing Data... | 2022-10-25 | Code |