Open Access
Original Research
Temporary disruption in language processing reflected as multiscale temporal discoordination in a recurrent network
Benjamin Nguyen and Michael J. Spivey
Author Affiliations
Department of Cognitive and Information Sciences University of California, Merced Merced, CA 95343, USA.
Abstract
By juxtaposing time series analyses of activity measured from a fully recurrent network undergoing disrupted processing and of activity measured from a continuous meta-cognitive report of disruption in real-time language comprehension, we present an opportunity to compare the temporal statistics of the state-space trajectories inherent to both systems. Both the recurrent network and the human language comprehension process appear to exhibit long-range temporal correlations and low entropy when processing is undisrupted and coordinated. However, when processing is disrupted and discoordinated, they both exhibit more short-range temporal correlations and higher entropy. We conclude that by measuring human language comprehension in a dense-sampling manner similar to how we analyze the networks, and analyzing the resulting data stream with nonlinear time series analysis techniques, we can obtain more insight into the temporal character of these discoordination phases than by simply marking the points in time at which they peak.
Keywords
Psycholinguistics; Sentence Processing; Mouse-tracking; Recurrent Networks; Recurrence Quantification Analysis; Multiscale Systems; Nonlinear Dynamics; Time Series.
How to cite this article
Benjamin Nguyen & Michael J. Spivey (2023). Temporary disruption in language processing reflected as multiscale temporal discoordination in a recurrent network. Journal of Multiscale Neuroscience 2(1), 251-272.
Conflict of Interest
The authors declare that they have no conflict of interest.
Copyright
© 2023 The Author Published by Neural Press.
This is an open access article distributed under the terms and conditions of the CC BY 4.0 license.
Disclaimer
The statements, opinions, and data in the Journal of Multiscale Neuroscience are solely those of the individual authors and contributors, not those of the Neural Press or the editors(s).
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This article belongs to the Special Issue
The Mind and the Brain: A Multiscale Interpretation of Cognitive Brain Functionality
Lead Editor:
Prof Michael J Spivey, Author of "The Continuity of Mind".
Department of Cognitive and Information Sciences,
University of California, Merced, USA
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