Literature DB >> 29991604

Misunderstandings regarding the application of Granger causality in neuroscience.

Lionel Barnett1, Adam B Barrett2, Anil K Seth2.   

Abstract

Mesh：

Year:  2018        PMID： 29991604      PMCID： PMC6055162          DOI： 10.1073/pnas.1714497115

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN： 0027-8424            Impact factor:   11.205


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  9 in total

1.  Multivariate Granger causality and generalized variance.

Authors:  Adam B Barrett; Lionel Barnett; Anil K Seth
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2010-04-12

2.  Granger causality and transfer entropy are equivalent for Gaussian variables.

Authors:  Lionel Barnett; Adam B Barrett; Anil K Seth
Journal:  Phys Rev Lett       Date:  2009-12-04       Impact factor: 9.161

3.  Frequency decomposition of conditional Granger causality and application to multivariate neural field potential data.

Authors:  Yonghong Chen; Steven L Bressler; Mingzhou Ding
Journal:  J Neurosci Methods       Date:  2005-08-15       Impact factor: 2.390

4.  Estimating Granger causality from fourier and wavelet transforms of time series data.

Authors:  Mukeshwar Dhamala; Govindan Rangarajan; Mingzhou Ding
Journal:  Phys Rev Lett       Date:  2008-01-10       Impact factor: 9.161

5.  The MVGC multivariate Granger causality toolbox: a new approach to Granger-causal inference.

Authors:  Lionel Barnett; Anil K Seth
Journal:  J Neurosci Methods       Date:  2013-11-05       Impact factor: 2.390

6.  Granger causality for state-space models.

Authors:  Lionel Barnett; Anil K Seth
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2015-04-23

7.  Granger causality analysis in neuroscience and neuroimaging.

Authors:  Anil K Seth; Adam B Barrett; Lionel Barnett
Journal:  J Neurosci       Date:  2015-02-25       Impact factor: 6.167

8.  Detectability of Granger causality for subsampled continuous-time neurophysiological processes.

Authors:  Lionel Barnett; Anil K Seth
Journal:  J Neurosci Methods       Date:  2016-11-05       Impact factor: 2.390

9.  A study of problems encountered in Granger causality analysis from a neuroscience perspective.

Authors:  Patrick A Stokes; Patrick L Purdon
Journal:  Proc Natl Acad Sci U S A       Date:  2017-08-04       Impact factor: 11.205
  9 in total
  10 in total

1.  Estimation of Granger causality through Artificial Neural Networks: applications to physiological systems and chaotic electronic oscillators.

Authors:  Yuri Antonacci; Ludovico Minati; Luca Faes; Riccardo Pernice; Giandomenico Nollo; Jlenia Toppi; Antonio Pietrabissa; Laura Astolfi
Journal:  PeerJ Comput Sci       Date:  2021-05-18

2.  Reply to Barnett et al.: Regarding interpretation of Granger causality analyses.

Authors:  Patrick A Stokes; Patrick L Purdon
Journal:  Proc Natl Acad Sci U S A       Date:  2018-07-10       Impact factor: 11.205

3.  Electrophysiological Brain Connectivity: Theory and Implementation.

Authors:  Bin He; Laura Astolfi; Pedro A Valdes-Sosa; Daniele Marinazzo; Satu Palva; Christian G Benar; Christoph M Michel; Thomas Koenig
Journal:  IEEE Trans Biomed Eng       Date:  2019-05-07       Impact factor: 4.538

Review 4.  Data-driven causal analysis of observational biological time series.

Authors:  Alex Eric Yuan; Wenying Shou
Journal:  Elife       Date:  2022-08-19       Impact factor: 8.713

5.  Granger-causal inference of the lamellipodial actin regulator hierarchy by live cell imaging without perturbation.

Authors:  Jungsik Noh; Tadamoto Isogai; Joseph Chi; Kushal Bhatt; Gaudenz Danuser
Journal:  Cell Syst       Date:  2022-06-07       Impact factor: 11.091

Review 6.  Causal mapping of human brain function.

Authors:  Shan H Siddiqi; Konrad P Kording; Josef Parvizi; Michael D Fox
Journal:  Nat Rev Neurosci       Date:  2022-04-20       Impact factor: 38.755

7.  Reconfiguration of Directed Functional Connectivity Among Neurocognitive Networks with Aging: Considering the Role of Thalamo-Cortical Interactions.

Authors:  Moumita Das; Vanshika Singh; Lucina Q Uddin; Arpan Banerjee; Dipanjan Roy
Journal:  Cereb Cortex       Date:  2021-03-05       Impact factor: 5.357

8.  Constructing the Microbial Association Network from Large-Scale Time Series Data Using Granger Causality.

Authors:  Dongmei Ai; Xiaoxin Li; Gang Liu; Xiaoyi Liang; Li C Xia
Journal:  Genes (Basel)       Date:  2019-03-14       Impact factor: 4.096

9.  Decoding Task-Specific Cognitive States with Slow, Directed Functional Networks in the Human Brain.

Authors:  Shagun Ajmera; Hritik Jain; Mali Sundaresan; Devarajan Sridharan
Journal:  eNeuro       Date:  2020-07-13

10.  Granger Causality of the Electroencephalogram Reveals Abrupt Global Loss of Cortical Information Flow during Propofol-induced Loss of Responsiveness.

Authors:  Rebecca M Pullon; Lucy Yan; Jamie W Sleigh; Catherine E Warnaby
Journal:  Anesthesiology       Date:  2020-10-01       Impact factor: 7.892
  10 in total

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