Continuous treatment effect estimation via generative adversarial de-confounding

Kun Kuang, Yunzhe Li, Bo Li, Peng Cui, Hongxia Yang, Jianrong Tao, Fei Wu

DOI: 10.1007/s10618-021-00797-x

Journal: Data Mining and Knowledge Discovery

It is shown, both theoretically and with empirical experiments, that the GAD algorithm can remove the associations between covariates and treatment, hence, precisely estimating the causal effect of continuous treatment.

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Journal Info

Journals:

ISSN 1384-5810

Quartile

CategoryQuartile
COMPUTER SCIENCE, INFORMATION SYSTEMS2

Quartile(CN)

CategoryQuartile
计算机科学3
计算机科学, 计算机人工智能3
计算机科学, 计算机信息系统3
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