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Causal modelling of heavy-tailed variables and confounders with application to river flow

Confounding variables are a recurrent challenge for causal discovery and inference. In many situations, complex causal mechanisms only manifest themselves in extreme events, or take simpler forms in the extremes. Stimulated by data on extreme river flows and precipitation, we introduce a new causal...

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Detalles Bibliográficos
Autores principales: Pasche, Olivier C., Chavez-Demoulin, Valérie, Davison, Anthony C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10423152/
https://www.ncbi.nlm.nih.gov/pubmed/37581203
http://dx.doi.org/10.1007/s10687-022-00456-4