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Estimating bounds on causal effects in high-dimensional and possibly confounded systems

We present an algorithm for estimating bounds on causal effects from observational data which combines graphical model search with simple linear regression. We assume that the underlying system can be represented by a linear structural equation model with no feedback, and we allow for the possibilit...

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Detalhes bibliográficos
Publicado no:Int J Approx Reason
Main Authors: Malinsky, Daniel, Spirtes, Peter
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5711475/
https://ncbi.nlm.nih.gov/pubmed/29203954
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.ijar.2017.06.005
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