Jianing Chu
College of Sciences
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Works (1)
Updated: April 5th, 2024 17:15
2023 article
Targeted optimal treatment regime learning using summary statistics
Chu, J., Lu, W., & Yang, S. (2023, March 15). BIOMETRIKA, Vol. 3.
author keywords: Covariate shift; Double robustness; Empirical likelihood; Entropy balancing; Multisource policy learning
TL;DR:
This work proposes a calibrated augmented inverse probability weighted estimator of the value function for the target population and estimates an optimal treatment regime by maximizing this estimator within a class of pre-specified regimes and develops a weighting framework that tailors a treatment regime for a given target population by leveraging the available summary statistics.
(via Semantic Scholar)
arxiv.org (repository)
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Added: May 22, 2023
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