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Causal Discovery from Subsampled Time Series Data by Constraint Optimization

This paper focuses on causal structure estimation from time series data in which measurements are obtained at a coarser timescale than the causal timescale of the underlying system. Previous work has shown that such subsampling can lead to significant errors about the system’s causal structure if no...

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Detalhes bibliográficos
Publicado no:JMLR Workshop Conf Proc
Main Authors: Hyttinen, Antti, Plis, Sergey, Järvisalo, Matti, Eberhardt, Frederick, Danks, David
Formato: Artigo
Idioma:Inglês
Publicado em: 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5305170/
https://ncbi.nlm.nih.gov/pubmed/28203316
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