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Causal additive models with smooth backfitting

A fully nonparametric approach to learning causal structures from observational data is proposed. The method is described in the setting of additive structural equation models with a link to causal inference. The estimation procedure of the additive structural equation functions is based on a novel...

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Bibliografiska uppgifter
Huvudupphov: Morville Asger B., Park Byeong U.
Materialtyp: Artigo
Språk:Inglês
Utgiven: De Gruyter 2025-10-01
Serie:Journal of Causal Inference
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Länkar:https://doi.org/10.1515/jci-2024-0035
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