Estimating individual treatment effect: Generalization bounds and algorithms

Copyright © 2017 by the author(s). There is intense interest in applying machine learning to problems of causal inference in fields such as healthcare, economics and education. In particular, individual-level causal inference has important applications such as precision medicine. We give a new theor...

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Bibliographic Details
Main Authors: Sontag, David, Shalit, Uri, Johansson, Fredrik D.
Other Authors: Massachusetts Institute of Technology. Institute for Medical Engineering & Science
Format: Article
Language:English
Published: 2021
Online Access:https://hdl.handle.net/1721.1/137194