Detecting dynamical causality by intersection cardinal concavityOACSCD
Detecting dynamical causality by intersection cardinal concavity
Peng Tao;Luonan Chen;Qifan Wang;Jifan Shi;Xiaohu Hao;Xiaoping Liu;Bin Min;Yiheng Zhang;Chenyang Li;He Cui
Key Laboratory of Systems Health Science of Zhejiang Province,School of Life Science,Hangzhou Institute for Advanced Study,University of Chinese Academy of Sciences,Chinese Academy of Sciences,Hangzhou 310024,China||Key Laboratory of Systems Biology,Shanghai Institute of Biochemistry and Cell Biology,Center for Excellence in Molecular Cell Science,Chinese Academy of Sciences,Shanghai 200031,ChinaKey Laboratory of Systems Health Science of Zhejiang Province,School of Life Science,Hangzhou Institute for Advanced Study,University of Chinese Academy of Sciences,Chinese Academy of Sciences,Hangzhou 310024,China||Key Laboratory of Systems Biology,Shanghai Institute of Biochemistry and Cell Biology,Center for Excellence in Molecular Cell Science,Chinese Academy of Sciences,Shanghai 200031,China||School of Life Science and Technology,ShanghaiTech University,Shanghai 201210,ChinaCenter for Excellence in Brain Science and Intelligent Technology,Institute of Neuroscience,Chinese Academy of Sciences,Shanghai 200031,China||Chinese Institute for Brain Research,Beijing 102206,China||University of Chinese Academy of Sciences,Beijing 100049,ChinaResearch Institute of Intelligent Complex Systems,Fudan University,Shanghai 200433,China||State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science,Institutes of Brain Science,Fudan University,Shanghai 200032,China||Shanghai Artificial Intelligence Laboratory,Shanghai 200232,ChinaKey Laboratory of Systems Biology,Shanghai Institute of Biochemistry and Cell Biology,Center for Excellence in Molecular Cell Science,Chinese Academy of Sciences,Shanghai 200031,ChinaKey Laboratory of Systems Health Science of Zhejiang Province,School of Life Science,Hangzhou Institute for Advanced Study,University of Chinese Academy of Sciences,Chinese Academy of Sciences,Hangzhou 310024,China||Key Laboratory of Systems Biology,Shanghai Institute of Biochemistry and Cell Biology,Center for Excellence in Molecular Cell Science,Chinese Academy of Sciences,Shanghai 200031,ChinaShanghai Center for Brain Science and Brain-inspired Technology,Shanghai 200031,ChinaCenter for Excellence in Brain Science and Intelligent Technology,Institute of Neuroscience,Chinese Academy of Sciences,Shanghai 200031,China||Chinese Institute for Brain Research,Beijing 102206,China||University of Chinese Academy of Sciences,Beijing 100049,ChinaCenter for Excellence in Brain Science and Intelligent Technology,Institute of Neuroscience,Chinese Academy of Sciences,Shanghai 200031,China||Chinese Institute for Brain Research,Beijing 102206,China||University of Chinese Academy of Sciences,Beijing 100049,ChinaCenter for Excellence in Brain Science and Intelligent Technology,Institute of Neuroscience,Chinese Academy of Sciences,Shanghai 200031,China||Chinese Institute for Brain Research,Beijing 102206,China||University of Chinese Academy of Sciences,Beijing 100049,China
Causal inferenceDynamical causalityNonlinear causalityCross mappingNon-separability problemFalse-negative problem
Causal inferenceDynamical causalityNonlinear causalityCross mappingNon-separability problemFalse-negative problem
《自然科学基础研究（英文）》 2025 (6)
2880-2891,12
We thank T.Wang and R.Zheng for their discussions and surgical assistance.This work was supported by National Key R&D Program(2022YFA1004800,2022YFC2704600,2022YFC2704604),National Science Foundation of China(12131020,31930022,12026608),CAS Strategic Priority Research Program(XDB38040400,XDB32040103),Lingang Lab(LG202105-01-02),Shanghai Municipal Science and Technology Major Project(2021SHZDZX),Special Fund for Sci-ence and Technology Innovation Strategy of Guangdong Province(2021B0909050004,2021B0909060002),Major Key Project of Peng Cheng Laboratory(PCL2021A12),and JST Moonshot R&D(JPMJMS2021).
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