ATE Estimation on News
0.07Joint Bias (JB)NSM + Energy
Evaluation Results
| Method | Links | |
|---|---|---|
| NSM + EnergyRepresentation=Neural Score Matching, Kernel=Energy distance2024.09 | 0.07 | |
| NSM + LinearRepresentation=Neural Score Matching, Kernel=Linear2024.09 | 0.113 | |
| Ours + LinearRepresentation=Ours, Kernel=Linear2024.09 | 0.122 | |
| Ours + EnergyRepresentation=Ours, Kernel=Energy distance2024.09 | 0.128 | |
| LinearRepresentation=Original covariates, Kernel=Linear2024.09 | 0.168 | |
| EntropyWeighting=Entropy balancing2024.09 | 0.221 | |
| IPWWeighting=Inverse Probability Weighting2024.09 | 0.28 | |
| PCA + EnergyRepresentation=PCA, Kernel=Energy distance2024.09 | 0.314 | |
| PCA + LinearRepresentation=PCA, Kernel=Linear2024.09 | 0.321 | |
| PS + EnergyRepresentation=Propensity Score, Kernel=Energy distance2024.09 | 0.381 | |
| EnergyRepresentation=Original covariates, Kernel=Energy distance2024.09 | 0.397 | |
| PS + LinearRepresentation=Propensity Score, Kernel=Linear2024.09 | 0.499 | |
| UnweightedWeighting=Uniform2024.09 | 0.611 | |
| NN HeadWeighting=Neural Network Head2024.09 | 0.746 |