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Detecting dynamical causality by intersection cardinal concavity

Discovering causality from observed time series data is of great importance in various disciplines but also a challenging task. In recent years, cross-mapping methods have been developed to solve the non-separability or false-negative problem that traditional methods, e.g., Granger causality or tran...

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Главные авторы: Peng Tao, Qifan Wang, Jifan Shi, Xiaohu Hao, Xiaoping Liu, Bin Min, Yiheng Zhang, Chenyang Li, He Cui, Luonan Chen
Формат: Artigo
Язык:Inglês
Опубликовано: KeAi Communications Co. Ltd. 2025-11-01
Серии:Fundamental Research
Предметы:
Causal inference
Dynamical causality
Nonlinear causality
Cross mapping
Non-separability problem
False-negative problem
Online-ссылка:http://www.sciencedirect.com/science/article/pii/S2667325823000122
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