Anomaly Detection on Synthetic ESG benchmark (stratified 5-fold CV)
74RecallXGBoost
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| XGBoostvalidation=stratified 5-fold CV2026.05 | 74 | 71 | 93 | — | |
| CatBoostvalidation=stratified 5-fold CV2026.05 | 71 | 69 | 92 | — | |
| LightGBMvalidation=stratified 5-fold CV2026.05 | 69 | 67 | 91 | — | |
| SARIMA-LSTMvalidation=stratified 5-fold CV2026.05 | 58 | 55 | 84 | — | |
| Random Forestvalidation=stratified 5-fold CV2026.05 | 57 | 54 | 82 | — | |
| Isolation Forestvalidation=stratified 5-fold CV2026.05 | 49 | 45 | 76 | — | |
| SARIMAvalidation=stratified 5-fold CV2026.05 | 44 | 40 | 73 | — | |
| Logistic Regressionvalidation=stratified 5-fold CV2026.05 | 41 | 38 | 71 | — | |
| Threshold Baselinevalidation=stratified 5-fold CV2026.05 | 36 | 34 | 66 | — |