Causal Inference on IHDP (MSE Quartiles)
0.0767MSEDoubly Robust
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Doubly RobustTime (s)=3.32e+002024.09 | 0.0767 | 0.0022 | 0.0056 | 0.0243 | |
| Double-DoubleTime (s)=4.00e+002024.09 | 0.201 | 0.0329 | 0.115 | 0.302 | |
| RANetTime (s)=7.58e+002024.09 | 0.343 | 0.039 | 0.147 | 0.58 | |
| Horvitz-ThompsonTime (s)=3.85e-042024.09 | 0.371 | 0.0172 | 0.0481 | 0.213 | |
| TNetTime (s)=4.51e+002024.09 | 0.438 | 0.04 | 0.334 | 0.598 | |
| Off-policyTime (s)=2.01e+002024.09 | 0.544 | 0.323 | 0.475 | 0.691 | |
| XNetTime (s)=1.10e+012024.09 | 0.613 | 0.0144 | 0.093 | 0.235 | |
| DRNetTime (s)=8.99e+002024.09 | 0.979 | 0.0571 | 0.09 | 0.438 | |
| RNetTime (s)=6.50e+002024.09 | 1.66 | 0.0283 | 0.208 | 1.17 | |
| Direct PredictionTime (s)=2.08e+002024.09 | 1.86 | 0.011 | 0.0397 | 0.212 | |
| Regression DiscontinuityTime (s)=8.37e-042024.09 | 2.26 | 0.154 | 0.24 | 3.35 | |
| OffsetNetTime (s)=3.95e+002024.09 | 3.64 | 0.0566 | 0.191 | 0.704 | |
| SNet3Time (s)=1.33e+012024.09 | 3.77 | 0.446 | 0.755 | 1.09 | |
| TARNetTime (s)=3.44e+002024.09 | 5.16 | 0.0104 | 0.246 | 0.8 | |
| TMLETime (s)=3.98e+002024.09 | 5.22 | 0.0673 | 0.313 | 1.6 | |
| Adjusted DirectTime (s)=2.10e+002024.09 | 8.59 | 3.09 | 3.75 | 4.94 | |
| PWNetTime (s)=8.82e+002024.09 | 9.61 | 0.0485 | 0.557 | 1.24 | |
| FlexTENetTime (s)=1.03e+012024.09 | 10.3 | 0.0172 | 0.591 | 1.24 | |
| Propensity StratificationTime (s)=1.92e-032024.09 | 13.9 | 0.0089 | 0.0254 | 0.207 | |
| Direct DifferenceTime (s)=4.19e-042024.09 | 423 | 30.9 | 64.8 | 161 |