Time Series Classification on BME
63.3AccuracyTSRating
Evaluation Results
| Method | Links | |
|---|---|---|
| TSRatingModel=Informer2025.06 | 63.3 | |
| TSRatingModel=Nonstationary Transformer2025.06 | 61.2 | |
| RandomModel=Nonstationary Transformer2025.06 | 60.4 | |
| KNNShapleyModel=Informer2025.06 | 59.3 | |
| RandomModel=Informer2025.06 | 58 | |
| DataShapleyModel=Nonstationary Transformer2025.06 | 58 | |
| TimeInfModel=Nonstationary Transformer2025.06 | 58 | |
| TSQAgentModel=CNN, Data Budget=50%2026.06 | 58 | |
| TSRatingModel=CNN, Data Budget=50%2026.06 | 57.5 | |
| DataOobModel=Nonstationary Transformer2025.06 | 56.5 | |
| DataShapleyModel=CNN, Data Budget=50%2026.06 | 56.4 | |
| KNNShapleyModel=Nonstationary Transformer2025.06 | 56.3 | |
| TSRatingModel=PatchTST, Data Budget=50%2026.06 | 53.6 | |
| TimeInfModel=CNN, Data Budget=50%2026.06 | 53.5 | |
| DataShapleyModel=Informer2025.06 | 53.3 | |
| TSQAgentModel=PatchTST, Data Budget=50%2026.06 | 53.3 | |
| DataShapleyModel=PatchTST, Data Budget=50%2026.06 | 52.9 | |
| DataOobModel=CNN, Data Budget=50%2026.06 | 52.1 | |
| TSQAgentModel=Linear, Data Budget=50%2026.06 | 52 | |
| TimeInfModel=Informer2025.06 | 50.7 | |
| TSRatingModel=Linear, Data Budget=50%2026.06 | 50.7 | |
| TimeInfModel=PatchTST, Data Budget=50%2026.06 | 50.4 | |
| TimeInfModel=Linear, Data Budget=50%2026.06 | 50 | |
| RandomModel=CNN, Data Budget=50%2026.06 | 49.5 | |
| DataOobModel=PatchTST, Data Budget=50%2026.06 | 48.9 | |
| RandomModel=PatchTST, Data Budget=50%2026.06 | 47.5 | |
| DataOobModel=Informer2025.06 | 46.7 | |
| DataShapleyModel=Linear, Data Budget=50%2026.06 | 43.3 | |
| RandomModel=Linear, Data Budget=50%2026.06 | 42.7 | |
| DataOobModel=Linear, Data Budget=50%2026.06 | 26 |