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Direct Learning With Multi-Task Neural Networks for Treatment Effect Estimation

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Published in 2023 at "IEEE Transactions on Knowledge and Data Engineering"

DOI: 10.1109/tkde.2021.3112591

Abstract: Causal inference from observational data lies at the heart of education, healthcare, optimal resource allocation and many other decision-making processes. Most of existing methods estimate the target treatment effect indirectly by inferring the underlying treatment… read more here.

Keywords: treatment effect; effect; direct learning; treatment ... See more keywords