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ATE estimation on IHDP (Joint Bias)
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0.076
Joint Bias (JB)
Linear
0.07124
0.10337
0.1355
0.16763
Sep 24, 2024
Joint Bias (JB)
Updated 4d ago
Evaluation Results
Method
Method
Links
Joint Bias (JB)
Linear
Representation=Origina...
2024.09
0.076
PCA + Linear
Representation=PCA, Ke...
2024.09
0.077
Energy
Representation=Origina...
2024.09
0.078
Ours + Energy
Representation=Ours, K...
2024.09
0.079
PCA + Energy
Representation=PCA, Ke...
2024.09
0.08
Ours + Linear
Representation=Ours, K...
2024.09
0.087
Entropy
Weighting=Entropy bala...
2024.09
0.087
PS + Energy
Representation=Propens...
2024.09
0.096
PS + Linear
Representation=Propens...
2024.09
0.105
IPW
Weighting=Inverse Prob...
2024.09
0.114
NSM + Energy
Representation=Neural...
2024.09
0.167
NN Head
Weighting=Neural Netwo...
2024.09
0.181
NSM + Linear
Representation=Neural...
2024.09
0.183
Unweighted
Weighting=Uniform
2024.09
0.195
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