Fréchet Regression on Simulated distributional outputs under linear relationships
0.015Average MSEGFR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GFRn=20002025.09 | 0.015 | 0.004 | |
| GFRn=10002025.09 | 0.022 | 0.005 | |
| GFRn=5002025.09 | 0.039 | 0.009 | |
| SDRn=20002025.09 | 0.074 | 0.061 | |
| SDRn=10002025.09 | 0.095 | 0.085 | |
| GFRn=2002025.09 | 0.102 | 0.03 | |
| SDRn=5002025.09 | 0.151 | 0.104 | |
| E2Mn=20002025.09 | 0.188 | 0.086 | |
| GFRn=1002025.09 | 0.204 | 0.083 | |
| SDRn=2002025.09 | 0.275 | 0.124 | |
| E2Mn=10002025.09 | 0.286 | 0.135 | |
| E2Mn=5002025.09 | 0.391 | 0.16 | |
| GFRn=502025.09 | 0.463 | 0.178 | |
| DFRn=20002025.09 | 0.567 | 0.082 | |
| E2Mn=2002025.09 | 0.589 | 0.205 | |
| SDRn=1002025.09 | 0.609 | 0.363 | |
| E2Mn=1002025.09 | 0.814 | 0.289 | |
| DFRn=10002025.09 | 0.821 | 0.129 | |
| DFRn=5002025.09 | 1.041 | 0.227 | |
| DFRn=2002025.09 | 1.173 | 0.241 | |
| IFRn=10002025.09 | 1.189 | 0.538 | |
| E2Mn=502025.09 | 1.388 | 0.591 | |
| DFRn=1002025.09 | 1.409 | 0.3 | |
| IFRn=20002025.09 | 1.492 | 0.605 | |
| IFRn=1002025.09 | 1.556 | 0.708 | |
| IFRn=502025.09 | 1.587 | 0.841 | |
| IFRn=5002025.09 | 1.611 | 0.74 | |
| IFRn=2002025.09 | 1.689 | 0.942 | |
| SDRn=502025.09 | 1.834 | 1.443 | |
| DFRn=502025.09 | 2.167 | 0.586 |