Treatment Effect Estimation on RORCO semi-synthetic
0MSEDoubly Robust
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Doubly RobustTime (s)=9.892024.09 | 0 | 0 | 0 | 0 | |
| Double-DoubleTime (s)=22.92024.09 | 0 | 0 | 0 | 0 | |
| TARNetTime (s)=1012024.09 | 0.0002 | 0 | 0.0001 | 0.0002 | |
| RANetTime (s)=1912024.09 | 0.0008 | 0 | 0.0002 | 0.0007 | |
| TNetTime (s)=1062024.09 | 0.0008 | 0.0001 | 0.0003 | 0.0004 | |
| XNetTime (s)=2412024.09 | 0.001 | 0 | 0.0002 | 0.0009 | |
| OffsetNetTime (s)=1302024.09 | 0.0011 | 0.0008 | 0.001 | 0.0014 | |
| FlexTENetTime (s)=1562024.09 | 0.0012 | 0 | 0.0001 | 0.0005 | |
| Propensity StratificationTime (s)=0.002782024.09 | 0.0026 | 0.0015 | 0.0023 | 0.0033 | |
| RNetTime (s)=58.32024.09 | 0.003 | 0.0025 | 0.0028 | 0.0034 | |
| Off-policyTime (s)=11.42024.09 | 0.0032 | 0.0019 | 0.0029 | 0.0041 | |
| Regression DiscontinuityTime (s)=0.0009552024.09 | 0.0047 | 0.0027 | 0.0038 | 0.0055 | |
| DRNetTime (s)=1142024.09 | 0.005 | 0.0002 | 0.0006 | 0.0023 | |
| Adjusted DirectTime (s)=11.52024.09 | 0.0063 | 0.0053 | 0.0062 | 0.0071 | |
| Horvitz-ThompsonTime (s)=0.0004652024.09 | 0.0106 | 0.0043 | 0.0092 | 0.0144 | |
| Direct PredictionTime (s)=12.32024.09 | 0.0136 | 0.0036 | 0.0102 | 0.0194 | |
| SNet3Time (s)=23.62024.09 | 0.018 | 0.0035 | 0.0098 | 0.025 | |
| DragonNetTime (s)=6.882024.09 | 0.0218 | 0.0044 | 0.0171 | 0.0246 | |
| SNetTime (s)=34.92024.09 | 0.0257 | 0.0049 | 0.0121 | 0.0362 | |
| TMLETime (s)=23.52024.09 | 0.119 | 0.0072 | 0.026 | 0.0743 | |
| PWNetTime (s)=1132024.09 | 0.228 | 0.007 | 0.04 | 0.282 | |
| Direct DifferenceTime (s)=0.0004742024.09 | 0.448 | 0.357 | 0.418 | 0.579 |