Prognostics on NC-DS02 (MSE, Average rank)
0.41MSESTF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| STFTarget space=Normalized (x100)2026.06 | 0.41 | 6.17 | |
| LSTMTarget space=Normalized (x100)2026.06 | 0.43 | 3.83 | |
| TabPFNTarget space=Normalized (x100)2026.06 | 0.44 | 3.5 | |
| TSTTarget space=Normalized (x100)2026.06 | 0.46 | 6.83 | |
| ExpTarget space=Normalized (x100)2026.06 | 0.47 | 9.5 | |
| TiDETarget space=Normalized (x100)2026.06 | 0.47 | 5 | |
| CNN-1DTarget space=Normalized (x100)2026.06 | 0.48 | 8.33 | |
| TabDPTTarget space=Normalized (x100)2026.06 | 0.5 | 3.33 | |
| CFTarget space=Normalized (x100)2026.06 | 0.57 | 5 | |
| MLPTarget space=Normalized (x100)2026.06 | 0.76 | 10.5 | |
| XGBoostTarget space=Normalized (x100)2026.06 | 1.02 | 6.17 | |
| LinearTarget space=Normalized (x100)2026.06 | 1.37 | 12.5 | |
| PTSTTarget space=Normalized (x100)2026.06 | 3.71 | 10.33 | |
| STFTarget space=Original engineering units2026.06 | 41.31 | 6.33 | |
| LSTMTarget space=Original engineering units2026.06 | 43.44 | 3.83 | |
| TabPFNTarget space=Original engineering units2026.06 | 44.17 | 3.5 | |
| TSTTarget space=Original engineering units2026.06 | 46.15 | 6.83 | |
| TiDETarget space=Original engineering units2026.06 | 46.6 | 5.17 | |
| ExpTarget space=Original engineering units2026.06 | 47.1 | 9.5 | |
| CNN-1DTarget space=Original engineering units2026.06 | 48.09 | 8.33 | |
| TabDPTTarget space=Original engineering units2026.06 | 50.3 | 3.33 | |
| CFTarget space=Original engineering units2026.06 | 56.62 | 5 | |
| MLPTarget space=Original engineering units2026.06 | 75.94 | 10.5 | |
| XGBoostTarget space=Original engineering units2026.06 | 102.5 | 6.17 | |
| LinearTarget space=Original engineering units2026.06 | 136.91 | 12.5 | |
| PTSTTarget space=Original engineering units2026.06 | 370.79 | 10.17 |