Uncertainty Quantification on PTB
417CULSTM
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LSTMUQ Method=MCD2026.02 | 417 | 206 | 739 | 1,549 | 67.54 | 66.93 | 67.7 | 36.07 | |
| LSTMUQ Method=EMCD2026.02 | 345 | 140 | 965 | 1,461 | 62.04 | 71.13 | 60.22 | 26.34 | |
| LSTMUQ Method=Ensemble2026.02 | 344 | 142 | 960 | 1,465 | 62.14 | 70.78 | 60.41 | 26.38 | |
| CNN1DUQ Method=MCD2026.02 | 29 | 26 | 84 | 2,772 | 96.22 | 52.73 | 97.06 | 25.66 | |
| TransformerUQ Method=MCD2026.02 | 22 | 34 | 29 | 2,826 | 97.84 | 39.29 | 98.98 | 43.14 | |
| TransformerUQ Method=EMCD2026.02 | 20 | 22 | 42 | 2,827 | 97.8 | 47.62 | 98.54 | 32.26 | |
| TransformerUQ Method=Ensemble2026.02 | 18 | 25 | 37 | 2,831 | 97.87 | 41.86 | 98.71 | 32.73 | |
| CNN1DUQ Method=EMCD2026.02 | 16 | 22 | 45 | 2,828 | 97.7 | 42.11 | 98.43 | 26.23 | |
| CNN1DUQ Method=Ensemble2026.02 | 11 | 23 | 46 | 2,831 | 97.63 | 32.35 | 98.4 | 19.3 | |
| UCTECG-NetUQ Method=EMCD2026.02 | 11 | 16 | 9 | 2,875 | 99.14 | 40.74 | 99.69 | 55 | |
| UCTECG-NetUQ Method=Ensemble2026.02 | 9 | 16 | 11 | 2,875 | 99.07 | 36 | 99.62 | 45 | |
| UCTECG-NetUQ Method=MCD2026.02 | 8 | 19 | 26 | 2,858 | 98.45 | 29.63 | 99.1 | 23.53 |