Time Series Classification on UEA Archive Univariate Subsets
52.9Accuracy (EC)LETS-C
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LETS-CLearning Paradigm=Unsupervised Representation Learning, Model Category=Proposed Method2024.07 | 52.9 | 68.9 | 23.8 | 78 | 99.2 | 93.1 | 93.2 | 62.8 | 99.2 | 90.6 | 76.17 | 40 | |
| ROCKETLearning Paradigm=Supervised Learning, Model Category=Classical methods2024.07 | 45.2 | 64.7 | 58.8 | 75.6 | 96.2 | 75.1 | 90.8 | 53.3 | 71.2 | 94.4 | 72.53 | 20 | |
| XGBoostLearning Paradigm=Supervised Learning, Model Category=Classical methods2024.07 | 43.7 | 63.3 | 15.8 | 73.2 | 86.5 | 98.3 | 53.9 | 65.98 | 71.1 | 75.9 | 65.98 | 10 | |
| LSTNetLearning Paradigm=Supervised Learning, Model Category=RNN2024.07 | 39.9 | 65.7 | 25.8 | 77.1 | 98.1 | 86.7 | 84 | 52.8 | 100 | 87.8 | 71.79 | 10 | |
| TimesNetLearning Paradigm=Supervised Learning, Model Category=CNN2024.07 | 35.7 | 68.6 | 32.1 | 78 | 98.4 | 89.6 | 91.8 | 57.2 | 99 | 85.3 | 73.57 | 0 | |
| MOMENTLearning Paradigm=Unsupervised Representation Learning, Model Category=Transformer2024.07 | 35.7 | 63.3 | 30.8 | 72.2 | 71.6 | 89.6 | 84 | 47.8 | 98.1 | 90.9 | 68.4 | 0 | |
| OneFitsAllLearning Paradigm=Supervised Learning, Model Category=LLM2024.07 | 34.2 | 69.2 | 32.7 | 77.2 | 98.6 | 87.9 | 93.2 | 59.4 | 99.2 | 88.1 | 73.97 | 20 | |
| FlowformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 33.8 | 67.6 | 33.8 | 77.6 | 98.9 | 83.8 | 92.5 | 56.1 | 98.8 | 86.6 | 72.95 | 0 | |
| TransformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 32.7 | 67.3 | 32 | 76.1 | 98.7 | 82.1 | 92.2 | 53.9 | 98.4 | 85.6 | 71.9 | 0 | |
| Non-stationary TransformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 32.7 | 68 | 31.6 | 73.7 | 99.2 | 87.3 | 89.4 | 57.2 | 100 | 87.5 | 72.66 | 20 | |
| DLinearLearning Paradigm=Supervised Learning, Model Category=MLP2024.07 | 32.6 | 68 | 27 | 75.1 | 96.2 | 75.1 | 87.3 | 50.5 | 81.4 | 82.1 | 67.53 | 0 | |
| DTWLearning Paradigm=Supervised Learning, Model Category=Classical methods2024.07 | 32.3 | 52.9 | 28.6 | 71.7 | 94.9 | 71.1 | 77.7 | 84.6 | 48.9 | 69.6 | 66.97 | 0 | |
| LSTMLearning Paradigm=Supervised Learning, Model Category=RNN2024.07 | 32.3 | 57.7 | 15.2 | 72.2 | 79.7 | 39.9 | 68.9 | 46.6 | 31.9 | 41.2 | 48.56 | 0 | |
| ReformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 31.9 | 68.6 | 27.4 | 77.1 | 97.8 | 82.7 | 90.4 | 56.7 | 97 | 85.6 | 71.52 | 0 | |
| InformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 31.6 | 67 | 32.8 | 80.5 | 98.9 | 81.5 | 90.1 | 53.3 | 100 | 85.6 | 72.13 | 20 | |
| AutoformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 31.6 | 68.4 | 36.7 | 74.6 | 96.2 | 82.7 | 84 | 50.6 | 100 | 85.9 | 71.07 | 10 | |
| FEDformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 31.2 | 66 | 28 | 73.7 | 98.4 | 80.9 | 88.7 | 54.4 | 100 | 85.3 | 70.66 | 10 | |
| LSSLLearning Paradigm=Supervised Learning, Model Category=RNN2024.07 | 31.1 | 66.7 | 24.6 | 72.7 | 98.4 | 86.1 | 90.8 | 52.2 | 100 | 85.9 | 70.85 | 10 | |
| PyraformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 30.8 | 65.7 | 29.4 | 75.6 | 98.4 | 83.2 | 88.1 | 53.3 | 99.6 | 83.4 | 70.75 | 0 | |
| TS2VecLearning Paradigm=Unsupervised Representation Learning, Model Category=CNN2024.07 | 30.8 | 50.1 | 51.5 | 68.3 | 98.4 | 68.2 | 81.2 | 57.8 | 98.8 | 90.6 | 69.57 | 0 | |
| LightTSLearning Paradigm=Supervised Learning, Model Category=MLP2024.07 | 29.7 | 67.5 | 26.1 | 75.1 | 96.2 | 88.4 | 89.8 | 51.1 | 100 | 80.3 | 70.42 | 10 | |
| TNCLearning Paradigm=Unsupervised Representation Learning, Model Category=CNN2024.07 | 29.7 | 53.6 | 24.9 | 74.6 | 97.8 | 69.9 | 79.9 | 55 | 93.4 | 75.9 | 65.47 | 0 | |
| TCNLearning Paradigm=Supervised Learning, Model Category=CNN2024.07 | 28.9 | 52.8 | 53.3 | 75.6 | 98.9 | 68.8 | 84.6 | 55.6 | 95.6 | 88.4 | 70.25 | 0 | |
| TS-TCCLearning Paradigm=Unsupervised Representation Learning, Model Category=Transformer2024.07 | 28.5 | 54.4 | 49.8 | 75.1 | 93 | 73.4 | 82.3 | 53.3 | 97 | 75.3 | 68.21 | 0 | |
| ETSformerLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 28.1 | 66.3 | 32.5 | 71.2 | 95.9 | 86 | 89.6 | 55 | 100 | 85 | 70.96 | 10 | |
| PatchTSTLearning Paradigm=Supervised Learning, Model Category=Transformer2024.07 | 26.2 | 68.5 | 25.9 | 66.8 | 96 | 87.9 | 85.7 | 53.3 | 97.2 | 85 | 69.25 | 0 | |
| TSTLearning Paradigm=Unsupervised Representation Learning, Model Category=Transformer2024.07 | 26.2 | 53.4 | 22.5 | 74.6 | 97.8 | 74 | 75.4 | 55 | 92.3 | 57.5 | 62.87 | 0 | |
| T-LossLearning Paradigm=Unsupervised Representation Learning, Model Category=CNN2024.07 | 20.5 | 51.3 | 45.1 | 74.1 | 98.9 | 67.6 | 84.3 | 53.9 | 90.5 | 87.5 | 67.37 | 0 |