Wind power prediction on DSWE Dataset 5 (5-fold randomized cross-validation)
3.2Score (WT1)thinned SV
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| thinned SVthinned=true2025.12 | 3.2 | 3.34 | 3.29 | 3.51 | 3.38 | 3.44 | 3.36 | |
| laGP2025.12 | 3.25 | 3.41 | 3.14 | 3.68 | 3.41 | 3.48 | 3.47 | |
| thinned laGPthinned=true2025.12 | 3.44 | 3.55 | 3.18 | 3.69 | 3.65 | 3.71 | 3.54 | |
| thinned twinGPthinned=true2025.12 | 3.44 | 3.49 | 3.34 | 3.68 | 3.41 | 3.48 | 3.47 | |
| SV(x, t)temporal_index=true2025.12 | 3.51 | 3.68 | 3.2 | 3.8 | 3.61 | 3.59 | 3.57 | |
| twinGP2025.12 | 3.59 | 3.62 | 3.39 | 3.87 | 3.62 | 3.67 | 3.63 | |
| SV(x)temporal_index=false2025.12 | 3.62 | 3.74 | 3.38 | 3.92 | 3.79 | 3.72 | 3.7 | |
| thinned SVthinned=true2025.12 | 5.75 | 6.72 | 5.59 | 7.65 | 6.58 | 6.58 | 6.48 | |
| tempGP2025.12 | 6.09 | 7.09 | 4.97 | 7.85 | 6.56 | 6.56 | 6.52 | |
| thinned laGPthinned=true2025.12 | 6.32 | 8.07 | 6.09 | 9.03 | 8.19 | 8.52 | 7.7 | |
| thinned twinGPthinned=true2025.12 | 6.32 | 7.05 | 5.38 | 7.86 | 6.66 | 6.63 | 6.65 | |
| SV(x,t)thinned=false, input_variables=x, t2025.12 | 7.02 | 8.61 | 5.33 | 9.66 | 8.16 | 7.8 | 7.76 | |
| SV(x)thinned=false, input_variables=x2025.12 | 7.75 | 8.98 | 6.45 | 10.82 | 9.2 | 8.72 | 8.65 | |
| laGPthinned=false2025.12 | 7.87 | 8.36 | 6.85 | 10.75 | 9.35 | 9.54 | 8.79 | |
| twinGPthinned=false2025.12 | 8.78 | 9.14 | 7.37 | 11.59 | 9.19 | 9.66 | 9.29 |