Literature DB >> 19003502

Order patterns recurrence plots in the analysis of ERP data.

Stefan Schinkel1, Norbert Marwan, Jürgen Kurths.   

Abstract

Recurrence quantification analysis (RQA) is an established tool for data analysis in various behavioural sciences. In this article we present a refined notion of RQA based on order patterns. The use of order patterns is commonplace in time series analysis. Exploiting this concept in combination with recurrence plots (RP) and their quantification (RQA) allows for advances in contemporary EEG research, specifically in the analysis of event related potentials (ERP), as the method is known to be robust against non-stationary data. The use of order patterns recurrence plots (OPRPs) on EEG data recorded during a language processing experiment exemplifies the potentials of the method. We could show that the application of RQA to ERP data allows for a considerable reduction of the number of trials required in ERP research while still maintaining statistical validity.

Year:  2007        PMID: 19003502      PMCID: PMC2289044          DOI: 10.1007/s11571-007-9023-z

Source DB:  PubMed          Journal:  Cogn Neurodyn        ISSN: 1871-4080            Impact factor:   5.082


  10 in total

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5.  Towards a neural basis of auditory sentence processing.

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8.  Reading senseless sentences: brain potentials reflect semantic incongruity.

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9.  Detecting dynamical changes in time series using the permutation entropy.

Authors:  Yinhe Cao; Wen-Wen Tung; J B Gao; V A Protopopescu; L M Hively
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10.  Recurrence-plot-based measures of complexity and their application to heart-rate-variability data.

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Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2002-08-06
  10 in total
  20 in total

1.  On the synchrony of steady state visual evoked potentials and oscillatory burst events.

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2.  Towards dynamical system models of language-related brain potentials.

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Journal:  Cogn Neurodyn       Date:  2008-04-29       Impact factor: 5.082

3.  Investigation of changes in EEG complexity during memory retrieval: the effect of midazolam.

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Review 5.  Ordinal symbolic analysis and its application to biomedical recordings.

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7.  Down syndrome's brain dynamics: analysis of fractality in resting state.

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8.  Comparison of higher order spectra in heart rate signals during two techniques of meditation: Chi and Kundalini meditation.

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9.  Brain Network Activation (BNA) reveals scopolamine-induced impairment of visual working memory.

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Review 10.  Classifying four-category visual objects using multiple ERP components in single-trial ERP.

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Journal:  Cogn Neurodyn       Date:  2016-02-18       Impact factor: 5.082

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