Granger causality and information flow in multivariate processes

被引:208
|
作者
Blinowska, KJ [1 ]
Kus, R [1 ]
Kaminski, M [1 ]
机构
[1] Univ Warsaw, Inst Expt Phys, Lab Med Phys, PL-00681 Warsaw, Poland
来源
PHYSICAL REVIEW E | 2004年 / 70卷 / 05期
关键词
D O I
10.1103/PhysRevE.70.050902
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The multivariate versus bivariate measures of Granger causality were considered. Granger causality in the application to multivariate physiological time series has the meaning of the information flow between channels. It was shown by means of simulations and by the example of experimental electroencephalogram signals that bivariate estimates of directionality in case of mutually interdependent channels give erroneous results, therefore multivariate measures such as directed transfer function should be used for determination of the information flow.
引用
收藏
页码:4 / 1
页数:4
相关论文
共 50 条
  • [21] Granger-causality maps of diffusion processes
    Wahl, Benjamin
    Feudel, Ulrike
    Hlinka, Jaroslav
    Waechter, Matthias
    Peinke, Joachim
    Freund, Jan A.
    PHYSICAL REVIEW E, 2016, 93 (02)
  • [22] The MVGC multivariate Granger causality toolbox: A new approach to Granger-causal inference
    Barnett, Lionel
    Seth, Anil K.
    JOURNAL OF NEUROSCIENCE METHODS, 2014, 223 : 50 - 68
  • [23] On directed information theory and Granger causality graphs
    Amblard, Pierre-Olivier
    Michel, Olivier J. J.
    JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2011, 30 (01) : 7 - 16
  • [24] On directed information theory and Granger causality graphs
    Pierre-Olivier Amblard
    Olivier J. J. Michel
    Journal of Computational Neuroscience, 2011, 30 : 7 - 16
  • [25] Assessing Nonlinear Granger Causality from Multivariate Time Series
    Sun, Xiaohai
    MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, PART II, PROCEEDINGS, 2008, 5212 : 440 - 455
  • [26] Learning Granger causality graphs for multivariate nonlinear time series
    Wei Gao
    Zheng Tian
    Journal of Systems Science and Systems Engineering, 2009, 18 : 38 - 52
  • [27] Multivariate Granger Causality among tourism, poverty and growth in Madagascar
    Rakotondramaro, Hanitra
    Andriamasy, Louisa
    TOURISM MANAGEMENT PERSPECTIVES, 2016, 20 : 109 - 111
  • [28] Using Interictal Multivariate Granger Causality to Detect Epileptogenic Hubs
    Darrow, David P.
    Netoff, Theoden
    NEUROSURGERY, 2017, 64 : 258 - 258
  • [29] Tourism and Economic Development: A Multivariate Panel Granger Causality Test
    Wu, Tsung-Pao
    Wu, Hung-Che
    Wu, Cheng-Feng
    Chen, Feng
    Wu, Su-Tsung
    JOURNAL OF CHINA TOURISM RESEARCH, 2022, 18 (02) : 327 - 349
  • [30] LEARNING GRANGER CAUSALITY GRAPHS FOR MULTIVARIATE NONLINEAR TIME SERIES
    Gao, Wei
    Tian, Zheng
    JOURNAL OF SYSTEMS SCIENCE AND SYSTEMS ENGINEERING, 2009, 18 (01) : 38 - 52