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Detecting and quantifying causal associations in large nonlinear time series datasets

Identifying causal relationships and quantifying their strength from observational time series data are key problems in disciplines dealing with complex dynamical systems such as the Earth system or the human body. Data-driven causal inference in such systems is challenging since datasets are often...

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Detalles Bibliográficos
Autores principales: Runge, Jakob, Nowack, Peer, Kretschmer, Marlene, Flaxman, Seth, Sejdinovic, Dino
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6881151/
https://www.ncbi.nlm.nih.gov/pubmed/31807692
http://dx.doi.org/10.1126/sciadv.aau4996