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Towards a Framework for Observational Causality from Time Series: When Shannon Meets Turing

We propose a tensor based approach to infer causal structures from time series. An information theoretical analysis of transfer entropy (TE) shows that TE results from transmission of information over a set of communication channels. Tensors are the mathematical equivalents of these multichannel cau...

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Detalles Bibliográficos
Autor principal: Sigtermans, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516903/
https://www.ncbi.nlm.nih.gov/pubmed/33286199
http://dx.doi.org/10.3390/e22040426