Treatment Effect Estimation on ACIC semi-synthetic 2016 (test)
0Mean ErrorDoubly Robust
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Doubly RobustTime (s)=2.19e+012024.09 | 0 | 0 | 0 | 0 | |
| Double-DoubleTime (s)=2.80e+012024.09 | 0.0001 | 0 | 0 | 0.0001 | |
| FlexTENetTime (s)=1.50e+022024.09 | 0.0007 | 0.0001 | 0.0002 | 0.0004 | |
| XNetTime (s)=2.41e+022024.09 | 0.0007 | 0 | 0.0004 | 0.001 | |
| TARNetTime (s)=1.06e+022024.09 | 0.0007 | 0 | 0.0001 | 0.0002 | |
| TNetTime (s)=1.21e+022024.09 | 0.0008 | 0 | 0.0001 | 0.0003 | |
| RANetTime (s)=1.95e+022024.09 | 0.0008 | 0 | 0.0001 | 0.0002 | |
| OffsetNetTime (s)=1.37e+022024.09 | 0.0009 | 0.0006 | 0.0009 | 0.0011 | |
| Regression DiscontinuityTime (s)=1.05e-032024.09 | 0.0015 | 0.0006 | 0.0011 | 0.002 | |
| Propensity StratificationTime (s)=2.98e-032024.09 | 0.0016 | 0.0013 | 0.0015 | 0.0019 | |
| Off-policyTime (s)=1.43e+012024.09 | 0.0036 | 0.002 | 0.0032 | 0.0048 | |
| Direct PredictionTime (s)=1.38e+012024.09 | 0.0051 | 0.0014 | 0.0037 | 0.0076 | |
| RNetTime (s)=6.43e+012024.09 | 0.0051 | 0.0045 | 0.005 | 0.0057 | |
| Horvitz-ThompsonTime (s)=4.79e-042024.09 | 0.0055 | 0.0007 | 0.0036 | 0.0074 | |
| Adjusted DirectTime (s)=1.35e+012024.09 | 0.0058 | 0.0051 | 0.0058 | 0.0064 | |
| DragonNetTime (s)=5.66e+002024.09 | 0.0207 | 0.0071 | 0.0183 | 0.0322 | |
| SNet3Time (s)=1.46e+012024.09 | 0.0398 | 0.0071 | 0.0283 | 0.0637 | |
| SNetTime (s)=2.39e+012024.09 | 0.0567 | 0.0153 | 0.0499 | 0.0958 | |
| TMLETime (s)=2.69e+012024.09 | 0.142 | 0.0051 | 0.0281 | 0.0859 | |
| Direct DifferenceTime (s)=4.92e-042024.09 | 0.445 | 0.385 | 0.434 | 0.503 | |
| PWNetTime (s)=1.30e+022024.09 | 12.1 | 0.0443 | 0.483 | 6.66 | |
| DRNetTime (s)=1.31e+022024.09 | 14.1 | 0.0013 | 0.0066 | 0.0361 |