A Constraint Optimization Approach to Causal Discovery from Subsampled Time Series Data

We consider 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 not properly...

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Bibliographic Details
Published in:Int J Approx Reason
Main Authors: Hyttinen, Antti, Plis, Sergey, Järvisalo, Matti, Eberhardt, Frederick, Danks, David
Format: Artigo
Language:Inglês
Published: 2017
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Article
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC5944866/
https://ncbi.nlm.nih.gov/pubmed/29755201
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.ijar.2017.07.009
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