Literature DB >> 11308934

Synchronization as adjustment of information rates: detection from bivariate time series.

M Palus1, V Komárek, Z Hrncír, K Sterbová.   

Abstract

An information-theoretic approach for studying synchronization phenomena in experimental bivariate time series is presented. "Coarse-grained" information rates are introduced and their ability to indicate generalized synchronization as well as to establish a "direction of information flow" between coupled systems, i.e., to discern the driving from the driven (response) system, is demonstrated using numerically generated time series from unidirectionally coupled chaotic systems. The method introduced is then applied in a case study of electroencephalogram recordings of an epileptic patient. Synchronization events leading to seizures have been found on two levels of organization of brain tissues and "directions of information flow" among brain areas have been identified. This allows localization of the primary epileptogenic areas, also confirmed by magnetic resonance imaging and pasitron emission tomography scans.

Entities:  

Year:  2001        PMID: 11308934     DOI: 10.1103/PhysRevE.63.046211

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


  34 in total

1.  On directed information theory and Granger causality graphs.

Authors:  Pierre-Olivier Amblard; Olivier J J Michel
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2.  Decreased thalamo-cortical connectivity by alteration of neural information flow in theta oscillation in depression-model rats.

Authors:  Chenguang Zheng; Meina Quan; Tao Zhang
Journal:  J Comput Neurosci       Date:  2012-05-31       Impact factor: 1.621

3.  Inferences about information flow and dispersal for spatially extended population systems using time-series data.

Authors:  J M Nichols
Journal:  Proc Biol Sci       Date:  2005-04-22       Impact factor: 5.349

4.  A method for the estimation of functional brain connectivity from time-series data.

Authors:  A Wilmer; M H E de Lussanet; M Lappe
Journal:  Cogn Neurodyn       Date:  2010-03-06       Impact factor: 5.082

5.  Delayed mutual information infers patterns of synaptic connectivity in a proprioceptive neural network.

Authors:  Wagner Endo; Fernando P Santos; David Simpson; Carlos D Maciel; Philip L Newland
Journal:  J Comput Neurosci       Date:  2015-02-03       Impact factor: 1.621

6.  Detecting couplings between interacting oscillators with time-varying basic frequencies: instantaneous wavelet bispectrum and information theoretic approach.

Authors:  Janez Jamsek; Milan Palus; Aneta Stefanovska
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2010-03-05

7.  Normalized Multivariate Time Series Causality Analysis and Causal Graph Reconstruction.

Authors:  X San Liang
Journal:  Entropy (Basel)       Date:  2021-05-28       Impact factor: 2.524

8.  Nonlinear statistical modeling and model discovery for cardiorespiratory data.

Authors:  D G Luchinsky; M M Millonas; V N Smelyanskiy; A Pershakova; A Stefanovska; P V E McClintock
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2005-08-19

9.  Transfer entropy--a model-free measure of effective connectivity for the neurosciences.

Authors:  Raul Vicente; Michael Wibral; Michael Lindner; Gordon Pipa
Journal:  J Comput Neurosci       Date:  2010-08-13       Impact factor: 1.621

10.  Unraveling gene regulatory networks from time-resolved gene expression data - a measures comparison study.

Authors:  Sabrina Hempel; Aneta Koseska; Zoran Nikoloski; Jürgen Kurths
Journal:  BMC Bioinformatics       Date:  2011-07-19       Impact factor: 3.169

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