Anomaly Detection on Credit Card Fraud
95F1 ScoreLSTM-attention
Evaluation results
| Method | Links | |
|---|---|---|
| LSTM-attentionStorage space ratio=12.37, Runtime (s)=19.35, Power Consumption ratio=49.552026.03 | 95 | |
| SVM2026.03 | 93 | |
| MO-SAEStorage space ratio=0.31, Runtime (s)=0.44, Power Consumption ratio=0.182026.03 | 91 | |
| OriginalStorage space ratio=1.00, Runtime (s)=0.70, Power Consumption ratio=1.002026.03 | 88 | |
| MO-SAE without Model clippingStorage space ratio=1.00, Runtime (s)=0.48, Power Consumption ratio=0.922026.03 | 85 | |
| LSTMStorage space ratio=12.35, Runtime (s)=21.90, Power Consumption ratio=49.462026.03 | 79 | |
| GRU2026.03 | 78 | |
| ANN2026.03 | 78 | |
| MO-SAE without Multi-branch exit designStorage space ratio=0.10, Runtime (s)=0.57, Power Consumption ratio=0.042026.03 | 60 | |
| KNN2026.03 | 7 |