Tabular Anomaly Detection on Fraud ecommerce (F1 score)
1F1 ScoreKNN
Evaluation results
| Method | Links | |
|---|---|---|
| KNNMethod Category=Classical methods2026.02 | 1 | |
| DeepSVDDMethod Category=Deep learning based methods2026.02 | 1 | |
| RCAMethod Category=Deep learning based methods2026.02 | 1 | |
| NeuTralMethod Category=Deep learning based methods2026.02 | 1 | |
| ICLMethod Category=Deep learning based methods2026.02 | 1 | |
| DTEMethod Category=Deep learning based methods2026.02 | 1 | |
| REPENMethod Category=Deep learning based methods2026.02 | 1 | |
| AnoLLMModel Variant=SmolLM-135M2026.02 | 1 | |
| CausalTADModel Variant=SmolLM-135M2026.02 | 1 | |
| AnoLLMModel Variant=SmolLM-360M2026.02 | 0.992 | |
| CausalTADModel Variant=SmolLM-360M2026.02 | 0.992 | |
| SLADMethod Category=Deep learning based methods2026.02 | 0.988 | |
| GOADMethod Category=Deep learning based methods2026.02 | 0.92 | |
| ECODMethod Category=Classical methods2026.02 | 0.408 | |
| PCAMethod Category=Classical methods2026.02 | 0.209 | |
| IForestMethod Category=Classical methods2026.02 | 0.173 |