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Testability of Instrumental Variables in Linear Non-Gaussian Acyclic Causal Models

This paper investigates the problem of selecting instrumental variables relative to a target causal influence [Formula: see text] from observational data generated by linear non-Gaussian acyclic causal models in the presence of unmeasured confounders. We propose a necessary condition for detecting v...

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Detalles Bibliográficos
Autores principales: Xie, Feng, He, Yangbo, Geng, Zhi, Chen, Zhengming, Hou, Ru, Zhang, Kun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9024820/
https://www.ncbi.nlm.nih.gov/pubmed/35455175
http://dx.doi.org/10.3390/e24040512