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ResearchFormerly WizWand

Treatment Effect Estimation on ACIC semi-synthetic 2016 (test)

0Mean ErrorDoubly Robust
-0.5639983.2430017.05000110.857Sep 6, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Doubly RobustTime (s)=2.19e+012024.090000
Double-DoubleTime (s)=2.80e+012024.090.0001000.0001
FlexTENetTime (s)=1.50e+022024.090.00070.00010.00020.0004
XNetTime (s)=2.41e+022024.090.000700.00040.001
TARNetTime (s)=1.06e+022024.090.000700.00010.0002
TNetTime (s)=1.21e+022024.090.000800.00010.0003
RANetTime (s)=1.95e+022024.090.000800.00010.0002
OffsetNetTime (s)=1.37e+022024.090.00090.00060.00090.0011
Regression DiscontinuityTime (s)=1.05e-032024.090.00150.00060.00110.002
Propensity StratificationTime (s)=2.98e-032024.090.00160.00130.00150.0019
Off-policyTime (s)=1.43e+012024.090.00360.0020.00320.0048
Direct PredictionTime (s)=1.38e+012024.090.00510.00140.00370.0076
RNetTime (s)=6.43e+012024.090.00510.00450.0050.0057
Horvitz-ThompsonTime (s)=4.79e-042024.090.00550.00070.00360.0074
Adjusted DirectTime (s)=1.35e+012024.090.00580.00510.00580.0064
DragonNetTime (s)=5.66e+002024.090.02070.00710.01830.0322
SNet3Time (s)=1.46e+012024.090.03980.00710.02830.0637
SNetTime (s)=2.39e+012024.090.05670.01530.04990.0958
TMLETime (s)=2.69e+012024.090.1420.00510.02810.0859
Direct DifferenceTime (s)=4.92e-042024.090.4450.3850.4340.503
PWNetTime (s)=1.30e+022024.0912.10.04430.4836.66
DRNetTime (s)=1.31e+022024.0914.10.00130.00660.0361