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Detecting Causality using Deep Gaussian Processes

Convergent cross mapping (CCM) is a state space reconstruction (SSR)-based method designed for causal discovery in coupled time series, where Granger causality may not be applicable due to a separability assumption. However, CCM requires a large number of observations and is not robust to observatio...

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Bibliografiske detaljer
Udgivet i:Conf Rec Asilomar Conf Signals Syst Comput
Main Authors: Feng, Guanchao, Quirk, J. Gerald, Djurić, Petar M.
Format: Artigo
Sprog:Inglês
Udgivet: 2020
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7861477/
https://ncbi.nlm.nih.gov/pubmed/33551630
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/IEEECONF44664.2019.9048963
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