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
Category | Quartile |
COMPUTER SCIENCE, INFORMATION SYSTEMS | 2 |
Quartile(CN)
Category | Quartile |
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 |