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ResearchFormerly WizWand

Conditional Average Treatment Effect Estimation on Simulation study n=250

0.19RMSECFACE
0.16680.32340.480.6366Jul 4, 2025
Updated 7mo ago

Evaluation results

MethodLinks
CFACEExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.19
QR-learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.19
Combined learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.19
QR-learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.23
Combined learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.23
CFACEExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.24
DR-learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.27
QR-learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.27
Combined learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.27
DR-learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.070.28
DR-learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.28
CFACEExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.28
QR-learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.070.28
QR-learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.29
Combined learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.070.29
Combined learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.29
CFACEExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.3
Predict ATEExternal sample size=100, Condition 3 and 4 violated?=No2025.070.31
Predict ATEExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.31
Predict ATEExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.31
Predict ATEExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.31
Predict ATEExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.31
Predict ATEExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.31
DR-learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.32
DR-learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.32
DR-learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.32
QR-learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.32
Combined learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.32
Pooled T-learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.33
CFACEExternal sample size=100, Condition 3 and 4 violated?=No2025.070.34
CFACEExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.36
R-OSCARExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.37
R-OSCARExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.41
Pooled T-learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.47
Pooled T-learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.48
Pooled T-learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.070.52
R-OSCARExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.52
T-learnerExternal sample size=100, Condition 3 and 4 violated?=No2025.070.55
T-learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.55
T-learnerExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.55
T-learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.55
T-learnerExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.55
T-learnerExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.55
R-OSCARExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.58
Pooled T-learnerExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.6
Pooled T-learnerExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.6
R-OSCARExternal sample size=100, Condition 3 and 4 violated?=No2025.070.6
R-OSCARExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.6
KSPExternal sample size=100, Condition 3 and 4 violated?=No2025.070.71
KSPExternal sample size=10000, Condition 3 and 4 violated?=No2025.070.71
KSPExternal sample size=1000, Condition 3 and 4 violated?=No2025.070.72
KSPExternal sample size=100, Condition 3 and 4 violated?=Yes2025.070.76
KSPExternal sample size=1000, Condition 3 and 4 violated?=Yes2025.070.77
KSPExternal sample size=10000, Condition 3 and 4 violated?=Yes2025.070.77