Literature DB >> 16196699

Assessing causality from multivariate time series.

P F Verdes1.   

Abstract

In this work we propose a general nonparametric test of causality for weakly dependent time series. More precisely, we study the problem of attribution, i.e., the proper comparison of the relative influence that two or more external dynamics trigger on a given system of interest. We illustrate the possible applications of the proposed methodology in very different fields like physiology and climate science.

Year:  2005        PMID: 16196699     DOI: 10.1103/PhysRevE.72.026222

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  15 in total

1.  Multivariate information-theoretic measures reveal directed information structure and task relevant changes in fMRI connectivity.

Authors:  Joseph T Lizier; Jakob Heinzle; Annette Horstmann; John-Dylan Haynes; Mikhail Prokopenko
Journal:  J Comput Neurosci       Date:  2010-08-27       Impact factor: 1.621

2.  Assessing directionality and strength of coupling through symbolic analysis: an application to epilepsy patients.

Authors:  Klaus Lehnertz; Henning Dickten
Journal:  Philos Trans A Math Phys Eng Sci       Date:  2015-02-13       Impact factor: 4.226

3.  When two become one: the limits of causality analysis of brain dynamics.

Authors:  Daniel Chicharro; Anders Ledberg
Journal:  PLoS One       Date:  2012-03-16       Impact factor: 3.240

4.  Mapping information flow in sensorimotor networks.

Authors:  Max Lungarella; Olaf Sporns
Journal:  PLoS Comput Biol       Date:  2006-10-27       Impact factor: 4.475

5.  Efficient transfer entropy analysis of non-stationary neural time series.

Authors:  Patricia Wollstadt; Mario Martínez-Zarzuela; Raul Vicente; Francisco J Díaz-Pernas; Michael Wibral
Journal:  PLoS One       Date:  2014-07-28       Impact factor: 3.240

6.  Common species link global ecosystems to climate change: dynamical evidence in the planktonic fossil record.

Authors:  Bjarte Hannisdal; Kristian Agasøster Haaga; Trond Reitan; David Diego; Lee Hsiang Liow
Journal:  Proc Biol Sci       Date:  2017-07-12       Impact factor: 5.349

7.  Successful reconstruction of a physiological circuit with known connectivity from spiking activity alone.

Authors:  Felipe Gerhard; Tilman Kispersky; Gabrielle J Gutierrez; Eve Marder; Mark Kramer; Uri Eden
Journal:  PLoS Comput Biol       Date:  2013-07-11       Impact factor: 4.475

8.  A Nonlinear Causality Estimator Based on Non-Parametric Multiplicative Regression.

Authors:  Nicoletta Nicolaou; Timothy G Constandinou
Journal:  Front Neuroinform       Date:  2016-06-14       Impact factor: 4.081

9.  On causality of extreme events.

Authors:  Massimiliano Zanin
Journal:  PeerJ       Date:  2016-06-07       Impact factor: 2.984

10.  Energy-efficient information transfer at thalamocortical synapses.

Authors:  Julia Jade Harris; Elisabeth Engl; David Attwell; Renaud Blaise Jolivet
Journal:  PLoS Comput Biol       Date:  2019-08-05       Impact factor: 4.475

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