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ResearchFormerly WizWand

Treatment Effect Estimation on ACIC semi-synthetic 2017

0Mean TEE ErrorDoubly Robust
-7.19999841.40000190.000001138.6Sep 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Doubly RobustTime (s)=19.52024.090000
Double-DoubleTime (s)=39.62024.090.0001000.0001
TARNetTime (s)=1022024.090.000200.00010.0003
FlexTENetTime (s)=1482024.090.00050.00010.00020.0004
OffsetNetTime (s)=1322024.090.00090.00060.00080.0011
XNetTime (s)=2242024.090.00090.00010.00020.0012
TNetTime (s)=1142024.090.001400.00010.0005
RANetTime (s)=1842024.090.001400.00010.0004
Propensity StratificationTime (s)=0.002792024.090.00160.00120.00160.002
Regression DiscontinuityTime (s)=0.001012024.090.00280.00170.00230.0036
Direct PredictionTime (s)=12.82024.090.00420.00070.00270.0065
Off-policyTime (s)=202024.090.00480.00250.00380.0065
RNetTime (s)=58.62024.090.0050.00440.00480.0056
Adjusted DirectTime (s)=112024.090.00570.00510.00570.0064
Horvitz-ThompsonTime (s)=0.000472024.090.0060.00090.00310.0077
DragonNetTime (s)=4.352024.090.02170.01020.01770.0294
SNet3Time (s)=13.52024.090.03350.00530.01570.0548
SNetTime (s)=20.22024.090.04790.01120.03880.0713
TMLETime (s)=23.32024.090.3470.00860.03630.174
Direct DifferenceTime (s)=0.0004912024.090.4180.3640.410.461
PWNetTime (s)=1192024.0922.80.01090.2841.81
DRNetTime (s)=1202024.091800.00060.00180.0087