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 pro...

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Veröffentlicht in:	International journal of approximate reasoning 2017-11, Vol.90, p.208-225
Hauptverfasser:	Hyttinen, Antti, Plis, Sergey, Järvisalo, Matti, Eberhardt, Frederick, Danks, David
Format:	Artikel
Sprache:	eng
Schlagworte:	Causal discovery Causality Constraint optimization Constraint satisfaction Graphical models Time series
Online-Zugang:	Volltext
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