DR estimation on Simulation configuration (ii) imbalanced scenario 2 (heterogeneous)
-0.029BiasLocal2
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Local2Para=beta12026.01 | -0.029 | 0.656 | 0.672 | 95.2 | 0.431 | 0.008 | |
| Local5Para=beta22026.01 | -0.027 | 0.281 | 0.278 | 94.6 | 0.079 | — | |
| Local3Para=beta22026.01 | -0.024 | 0.278 | 0.28 | 95.2 | 0.078 | — | |
| Local4Para=beta32026.01 | -0.006 | 0.157 | 0.166 | 96.8 | 0.025 | — | |
| FedRD(S)Para=beta22026.01 | -0.003 | 0.151 | 0.156 | 95.6 | 0.023 | — | |
| PooledPara=beta32026.01 | -0.001 | 0.086 | 0.091 | 96.6 | 0.007 | — | |
| FedRD(U)Para=beta32026.01 | -0.001 | 0.086 | 0.091 | 96.6 | 0.007 | — | |
| Local1Para=beta22026.01 | 0 | 0.72 | 0.725 | 96.2 | 0.517 | — | |
| Local4Para=beta12026.01 | 0 | 0.292 | 0.287 | 95.4 | 0.085 | 0.049 | |
| FedRD(S)Para=beta32026.01 | 0.001 | 0.086 | 0.091 | 97 | 0.007 | — | |
| EnsPara=beta22026.01 | 0.002 | 0.219 | 0.223 | 96 | 0.048 | — | |
| PooledPara=beta22026.01 | 0.003 | 0.151 | 0.156 | 95 | 0.023 | — | |
| FedRD(U)Para=beta22026.01 | 0.003 | 0.151 | 0.156 | 95 | 0.023 | — | |
| Local5Para=beta32026.01 | 0.003 | 0.162 | 0.161 | 93.2 | 0.026 | — | |
| PooledPara=beta12026.01 | 0.004 | 0.157 | 0.157 | 95.2 | 0.025 | 0.904 | |
| FedRD(U)Para=beta12026.01 | 0.004 | 0.157 | 0.157 | 95.2 | 0.025 | 6.254 | |
| FedRD(S)Para=beta12026.01 | 0.004 | 0.16 | 0.157 | 94 | 0.007 | 0.442 | |
| EnsPara=beta12026.01 | 0.008 | 0.225 | 0.226 | 95.2 | 0.026 | 0.352 | |
| Local1Para=beta32026.01 | 0.011 | 0.426 | 0.42 | 94.6 | 0.181 | — | |
| Local2Para=beta22026.01 | 0.013 | 0.673 | 0.667 | 95.4 | 0.451 | — | |
| EnsPara=beta32026.01 | 0.014 | 0.125 | 0.13 | 96.2 | 0.016 | — | |
| Local5Para=beta12026.01 | 0.014 | 0.29 | 0.279 | 93.8 | 0.084 | 0.143 | |
| Local3Para=beta32026.01 | 0.015 | 0.163 | 0.163 | 95 | 0.026 | — | |
| Local3Para=beta12026.01 | 0.02 | 0.291 | 0.281 | 95 | 0.026 | 0.049 | |
| Local1Para=beta12026.01 | 0.034 | 0.746 | 0.739 | 95.2 | 0.556 | 0.009 | |
| Local2Para=beta32026.01 | 0.048 | 0.387 | 0.39 | 95.6 | 0.15 | — | |
| Local4Para=beta22026.01 | 0.05 | 0.273 | 0.285 | 95.2 | 0.078 | — |