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Conditional generative adversarial networks for individualized causal mediation analysis

Most classical methods popularly used in causal mediation analysis can only estimate the average causal effects and are difficult to apply to precision medicine. Although identifying heterogeneous causal effects has received some attention, the causal effects are explored using the assumptive parame...

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Bibliographic Details
Main Authors: Huan Cheng, Sun Rongqian, Song Xinyuan
Format: Artigo
Language:Inglês
Published: De Gruyter 2024-05-01
Series:Journal of Causal Inference
Subjects:
Online Access:https://doi.org/10.1515/jci-2022-0069
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