Causal decomposition in the mutual causation system
Causality inference in time series analysis based on temporal precedence principle between cause and effect fails to detect mutual causal interactions. Here, Yang et al. introduce a causal decomposition approach based on the covariation principle of cause and effect that overcomes this limitation.
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Nature Portfolio
2018
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oai:doaj.org-article:204975e8ddb14b1296ae10965ec69ca42021-12-02T14:40:32ZCausal decomposition in the mutual causation system10.1038/s41467-018-05845-72041-1723https://doaj.org/article/204975e8ddb14b1296ae10965ec69ca42018-08-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-05845-7https://doaj.org/toc/2041-1723Causality inference in time series analysis based on temporal precedence principle between cause and effect fails to detect mutual causal interactions. Here, Yang et al. introduce a causal decomposition approach based on the covariation principle of cause and effect that overcomes this limitation.Albert C. YangChung-Kang PengNorden E. HuangNature PortfolioarticleScienceQENNature Communications, Vol 9, Iss 1, Pp 1-10 (2018) |
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Science Q |
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Science Q Albert C. Yang Chung-Kang Peng Norden E. Huang Causal decomposition in the mutual causation system |
description |
Causality inference in time series analysis based on temporal precedence principle between cause and effect fails to detect mutual causal interactions. Here, Yang et al. introduce a causal decomposition approach based on the covariation principle of cause and effect that overcomes this limitation. |
format |
article |
author |
Albert C. Yang Chung-Kang Peng Norden E. Huang |
author_facet |
Albert C. Yang Chung-Kang Peng Norden E. Huang |
author_sort |
Albert C. Yang |
title |
Causal decomposition in the mutual causation system |
title_short |
Causal decomposition in the mutual causation system |
title_full |
Causal decomposition in the mutual causation system |
title_fullStr |
Causal decomposition in the mutual causation system |
title_full_unstemmed |
Causal decomposition in the mutual causation system |
title_sort |
causal decomposition in the mutual causation system |
publisher |
Nature Portfolio |
publishDate |
2018 |
url |
https://doaj.org/article/204975e8ddb14b1296ae10965ec69ca4 |
work_keys_str_mv |
AT albertcyang causaldecompositioninthemutualcausationsystem AT chungkangpeng causaldecompositioninthemutualcausationsystem AT nordenehuang causaldecompositioninthemutualcausationsystem |
_version_ |
1718390221261766656 |