Time Series Classification on CBF
73.3AccuracyTSRating
Evaluation results
| Method | Links | |
|---|---|---|
| TSRatingModel=Nonstationary Transformer2025.06 | 73.3 | |
| DataShapleyModel=Nonstationary Transformer2025.06 | 72.9 | |
| DataOobModel=Nonstationary Transformer2025.06 | 69.7 | |
| TSRatingModel=CNN, Data Budget=50%2026.06 | 67.9 | |
| TSQAgentModel=CNN, Data Budget=50%2026.06 | 66.8 | |
| DataOobModel=CNN, Data Budget=50%2026.06 | 66.3 | |
| TimeInfModel=Nonstationary Transformer2025.06 | 66.2 | |
| KNNShapleyModel=Informer2025.06 | 65 | |
| TSRatingModel=Informer2025.06 | 64.8 | |
| DataOobModel=Informer2025.06 | 62.2 | |
| RandomModel=Informer2025.06 | 61.7 | |
| TimeInfModel=Informer2025.06 | 61.3 | |
| DataShapleyModel=Informer2025.06 | 60.3 | |
| RandomModel=CNN, Data Budget=50%2026.06 | 59.5 | |
| DataShapleyModel=CNN, Data Budget=50%2026.06 | 59.3 | |
| TimeInfModel=CNN, Data Budget=50%2026.06 | 56.3 | |
| KNNShapleyModel=Nonstationary Transformer2025.06 | 53.3 | |
| RandomModel=Nonstationary Transformer2025.06 | 52.1 | |
| TSQAgentModel=PatchTST, Data Budget=50%2026.06 | 51.6 | |
| TSRatingModel=PatchTST, Data Budget=50%2026.06 | 51.1 | |
| DataOobModel=PatchTST, Data Budget=50%2026.06 | 48.9 | |
| DataShapleyModel=PatchTST, Data Budget=50%2026.06 | 47.2 | |
| RandomModel=PatchTST, Data Budget=50%2026.06 | 47 | |
| TimeInfModel=PatchTST, Data Budget=50%2026.06 | 46.7 | |
| TSQAgentModel=Linear, Data Budget=50%2026.06 | 37.9 | |
| TSRatingModel=Linear, Data Budget=50%2026.06 | 36.1 | |
| DataShapleyModel=Linear, Data Budget=50%2026.06 | 33.7 | |
| TimeInfModel=Linear, Data Budget=50%2026.06 | 32 | |
| DataOobModel=Linear, Data Budget=50%2026.06 | 31.8 | |
| RandomModel=Linear, Data Budget=50%2026.06 | 29.4 |