Conditional Average Treatment Effect Estimation on Simulation study n=250
0.19RMSECFACE
Evaluation Results
| Method | Links | |
|---|---|---|
| CFACEExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.19 | |
| QR-learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.19 | |
| Combined learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.19 | |
| QR-learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.23 | |
| Combined learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.23 | |
| CFACEExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.24 | |
| DR-learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.27 | |
| QR-learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.27 | |
| Combined learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.27 | |
| DR-learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.28 | |
| DR-learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.28 | |
| CFACEExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.28 | |
| QR-learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.28 | |
| QR-learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.29 | |
| Combined learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.29 | |
| Combined learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.29 | |
| CFACEExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.3 | |
| Predict ATEExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.31 | |
| Predict ATEExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.31 | |
| Predict ATEExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.31 | |
| Predict ATEExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.31 | |
| Predict ATEExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.31 | |
| Predict ATEExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.31 | |
| DR-learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.32 | |
| DR-learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.32 | |
| DR-learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.32 | |
| QR-learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.32 | |
| Combined learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.32 | |
| Pooled T-learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.33 | |
| CFACEExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.34 | |
| CFACEExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.36 | |
| R-OSCARExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.37 | |
| R-OSCARExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.41 | |
| Pooled T-learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.47 | |
| Pooled T-learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.48 | |
| Pooled T-learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.52 | |
| R-OSCARExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.52 | |
| T-learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.55 | |
| T-learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.55 | |
| T-learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.55 | |
| T-learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.55 | |
| T-learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.55 | |
| T-learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.55 | |
| R-OSCARExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.58 | |
| Pooled T-learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.6 | |
| Pooled T-learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.6 | |
| R-OSCARExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.6 | |
| R-OSCARExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.6 | |
| KSPExternal sample size=100, Condition 3 and 4 violated?=No2025.07 | 0.71 | |
| KSPExternal sample size=10000, Condition 3 and 4 violated?=No2025.07 | 0.71 | |
| KSPExternal sample size=1000, Condition 3 and 4 violated?=No2025.07 | 0.72 | |
| KSPExternal sample size=100, Condition 3 and 4 violated?=Yes2025.07 | 0.76 | |
| KSPExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.07 | 0.77 | |
| KSPExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.07 | 0.77 |