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Local active information storage as a tool to understand distributed neural information processing

  • Every act of information processing can in principle be decomposed into the component operations of information storage, transfer, and modification. Yet, while this is easily done for today's digital computers, the application of these concepts to neural information processing was hampered by the lack of proper mathematical definitions of these operations on information. Recently, definitions were given for the dynamics of these information processing operations on a local scale in space and time in a distributed system, and the specific concept of local active information storage was successfully applied to the analysis and optimization of artificial neural systems. However, no attempt to measure the space-time dynamics of local active information storage in neural data has been made to date. Here we measure local active information storage on a local scale in time and space in voltage sensitive dye imaging data from area 18 of the cat. We show that storage reflects neural properties such as stimulus preferences and surprise upon unexpected stimulus change, and in area 18 reflects the abstract concept of an ongoing stimulus despite the locally random nature of this stimulus. We suggest that LAIS will be a useful quantity to test theories of cortical function, such as predictive coding.

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Author:Michael WibralORCiDGND, Joseph T. Lizier, Sebastian Vögler, Viola PriesemannORCiDGND, Ralf GaluskeGND
URN:urn:nbn:de:hebis:30:3-517018
DOI:https://doi.org/10.3389/fnhum.2017.00582
ISSN:1662-5196
Pubmed Id:https://pubmed.ncbi.nlm.nih.gov/24501593
Parent Title (English):Frontiers in neuroinformatics
Publisher:Frontiers Research Foundation
Place of publication:Lausanne
Contributor(s):Daniele Marinazzo
Document Type:Article
Language:English
Year of Completion:2014
Date of first Publication:2014/01/28
Publishing Institution:Universitätsbibliothek Johann Christian Senckenberg
Release Date:2019/11/27
Tag:complex systems; distributed computation; information storage; local information dynamics; neural dynamics; predictive coding; visual system; voltage sensitive dye imaging
Volume:8
Issue:Art. 1
Page Number:11
First Page:1
Last Page:11
Note:
Copyright © 2014 Wibral, Lizier, Vögler, Priesemann and Galuske. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
HeBIS-PPN:456374361
Institutes:Medizin / Medizin
Dewey Decimal Classification:6 Technik, Medizin, angewandte Wissenschaften / 61 Medizin und Gesundheit / 610 Medizin und Gesundheit
Sammlungen:Universitätspublikationen
Licence (German):License LogoCreative Commons - Namensnennung 3.0