ATE estimation on IHDP (Joint Bias)
0.076Joint Bias (JB)Linear
Evaluation Results
| Method | Links | |
|---|---|---|
| LinearRepresentation=Original covariates, Kernel=Linear2024.09 | 0.076 | |
| PCA + LinearRepresentation=PCA, Kernel=Linear2024.09 | 0.077 | |
| EnergyRepresentation=Original covariates, Kernel=Energy distance2024.09 | 0.078 | |
| Ours + EnergyRepresentation=Ours, Kernel=Energy distance2024.09 | 0.079 | |
| PCA + EnergyRepresentation=PCA, Kernel=Energy distance2024.09 | 0.08 | |
| Ours + LinearRepresentation=Ours, Kernel=Linear2024.09 | 0.087 | |
| EntropyWeighting=Entropy balancing2024.09 | 0.087 | |
| PS + EnergyRepresentation=Propensity Score, Kernel=Energy distance2024.09 | 0.096 | |
| PS + LinearRepresentation=Propensity Score, Kernel=Linear2024.09 | 0.105 | |
| IPWWeighting=Inverse Probability Weighting2024.09 | 0.114 | |
| NSM + EnergyRepresentation=Neural Score Matching, Kernel=Energy distance2024.09 | 0.167 | |
| NN HeadWeighting=Neural Network Head2024.09 | 0.181 | |
| NSM + LinearRepresentation=Neural Score Matching, Kernel=Linear2024.09 | 0.183 | |
| UnweightedWeighting=Uniform2024.09 | 0.195 |