Targeted <i>L</i><sub>1</sub>-Regularization and Joint Modeling of Neural Networks for Causal Inference
The calculation of the Augmented Inverse Probability Weighting (AIPW) estimator of the Average Treatment Effect (ATE) is carried out in two steps, where in the first step, the treatment and outcome are modeled, and in the second step, the predictions are inserted into the AIPW estimator. The model m...
Main Authors: | , |
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Format: | Article |
Language: | English |
Published: |
MDPI AG
2022-09-01
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Series: | Entropy |
Subjects: | |
Online Access: | https://www.mdpi.com/1099-4300/24/9/1290 |