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A plug-in estimator of the non-iterative conditional expectation g-formula using long short-term memory models

Li, Jing et al.
arXiv (All) · Papers
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machine-learningmethodology
The non-iterative conditional expectation (NICE) plug-in estimator of the g-formula can be used to estimate the causal effects of sustained treatment strategies, even in the presence of treatment-confounder feedback, under the assumptions of exchangeability, positivity, and consistency. In practical
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