IDEAS home Printed from https://ideas.repec.org/a/hin/complx/4391587.html
   My bibliography  Save this article

Impact of Time Delay in Perceptual Decision-Making: Neuronal Population Modeling Approach

Author

Listed:
  • Urszula Foryś
  • Natalia Z. Bielczyk
  • Katarzyna Piskała
  • Martyna Płomecka
  • Jan Poleszczuk

Abstract

Impairments in decision-making are frequently observed in neurodegenerative diseases, but the mechanisms underlying such pathologies remain elusive. In this work, we study, on the basis of novel time-delayed neuronal population model, if the delay in self-inhibition terms can explain those impairments. Analysis of proposed system reveals that there can be up to three positive steady states, with the one having the lowest neuronal activity being always locally stable in nondelayed case. We show, however, that this steady state becomes unstable above a critical delay value for which, in certain parameter ranges, a subcritical Hopf bifurcation occurs. We then apply psychometric function to translate model-predicted ring rates into probabilities that a decision is being made. Using numerical simulations, we demonstrate that for small synaptic delays the decision-making process depends directly on the strength of supplied stimulus and the system correctly identifies to which population the stimulus was applied. However, for delays above the Hopf bifurcation threshold we observe complex impairments in the decision-making process; that is, increasing the strength of the stimulus may lead to the change in the neuronal decision into a wrong one. Furthermore, above critical delay threshold, the system exhibits ambiguity in the decision-making.

Suggested Citation

  • Urszula Foryś & Natalia Z. Bielczyk & Katarzyna Piskała & Martyna Płomecka & Jan Poleszczuk, 2017. "Impact of Time Delay in Perceptual Decision-Making: Neuronal Population Modeling Approach," Complexity, Hindawi, vol. 2017, pages 1-14, September.
  • Handle: RePEc:hin:complx:4391587
    DOI: 10.1155/2017/4391587
    as

    Download full text from publisher

    File URL: http://downloads.hindawi.com/journals/8503/2017/4391587.pdf
    Download Restriction: no

    File URL: http://downloads.hindawi.com/journals/8503/2017/4391587.xml
    Download Restriction: no

    File URL: https://libkey.io/10.1155/2017/4391587?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Kovalchik, Stephanie & Camerer, Colin F. & Grether, David M. & Plott, Charles R. & Allman, John M., 2005. "Aging and decision making: a comparison between neurologically healthy elderly and young individuals," Journal of Economic Behavior & Organization, Elsevier, vol. 58(1), pages 79-94, September.
    2. H. R. Heekeren & S. Marrett & P. A. Bandettini & L. G. Ungerleider, 2004. "A general mechanism for perceptual decision-making in the human brain," Nature, Nature, vol. 431(7010), pages 859-862, October.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gary Charness & Marie-Claire Villeval, 2009. "Cooperation and Competition in Intergenerational Experiments in the Field and the Laboratory," American Economic Review, American Economic Association, vol. 99(3), pages 956-978, June.
    2. Chesney, Thomas & Chuah, Swee-Hoon & Hoffmann, Robert, 2009. "Virtual world experimentation: An exploratory study," Journal of Economic Behavior & Organization, Elsevier, vol. 72(1), pages 618-635, October.
    3. Konstantinos Tsetsos & Thomas Pfeffer & Pia Jentgens & Tobias H Donner, 2015. "Action Planning and the Timescale of Evidence Accumulation," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-21, June.
    4. Andrea Isoni & Graham Loomes & Robert Sugden, 2011. "The Willingness to Pay—Willingness to Accept Gap, the "Endowment Effect," Subject Misconceptions, and Experimental Procedures for Eliciting Valuations: Comment," American Economic Review, American Economic Association, vol. 101(2), pages 991-1011, April.
    5. Lynn Gregory, 2014. "Fundraising and the Elderly: A Content Analysis," Journal of Consumer Policy, Springer, vol. 37(1), pages 5-25, March.
    6. Gao, Lei & Jiang, Christine X. & Mekhaimer, Mohamed, 2023. "Count on subordinate executives: Internal governance and innovation," Journal of Banking & Finance, Elsevier, vol. 154(C).
    7. Fehr, Dietmar & Hakimov, Rustamdjan & Kübler, Dorothea, 2015. "The willingness to pay–willingness to accept gap: A failed replication of Plott and Zeiler," European Economic Review, Elsevier, vol. 78(C), pages 120-128.
    8. Simon Gächter & Eric J. Johnson & Andreas Herrmann, 2022. "Individual-level loss aversion in riskless and risky choices," Theory and Decision, Springer, vol. 92(3), pages 599-624, April.
    9. Charles R. Plott & Kathryn Zeiler, 2011. "The Willingness to Pay--Willingness to Accept Gap, the "Endowment Effect," Subject Misconceptions, and Experimental Procedures for Eliciting Valuations: Reply," American Economic Review, American Economic Association, vol. 101(2), pages 1012-1028, April.
    10. Tibor Besedeš & Cary Deck & Sudipta Sarangi & Mikhael Shor, 2012. "Age Effects and Heuristics in Decision Making," The Review of Economics and Statistics, MIT Press, vol. 94(2), pages 580-595, May.
    11. Brocas, Isabelle & Carrillo, Juan D., 2012. "From perception to action: An economic model of brain processes," Games and Economic Behavior, Elsevier, vol. 75(1), pages 81-103.
    12. Dominik M Piehlmaier & J Jeffrey Inman & Andrew T Stephen & Andrew T Stephen, 2023. "The One-Man Show: The Effect of Joint Decision-Making on Investor Overconfidence," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 50(2), pages 426-446.
    13. Orsolya Lelkes, 2006. "Bernard van Praag, Ada Ferrer-i-Carbonell: Happiness quantified. A satisfaction calculus approach, Oxford University Press: Oxford, 2004," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 4(3), pages 391-395, December.
    14. Faccio, Mara & Marchica, Maria-Teresa & Mura, Roberto, 2016. "CEO gender, corporate risk-taking, and the efficiency of capital allocation," Journal of Corporate Finance, Elsevier, vol. 39(C), pages 193-209.
    15. Carrillo, Juan & Brocas, Isabelle, 2007. "Reason, Emotion and Information Processing in the Brain," CEPR Discussion Papers 6535, C.E.P.R. Discussion Papers.
    16. Lerner, Jennifer S. & Li, Ye & Weber, Elke, 2012. "The Financial Cost of Sadness," Scholarly Articles 9642634, Harvard Kennedy School of Government.
    17. Isabel Marcin & Andreas Nicklisch, 2014. "Testing the Endowment Effect for Default Rules," Discussion Paper Series of the Max Planck Institute for Research on Collective Goods 2014_01, Max Planck Institute for Research on Collective Goods.
    18. Fisher, Geoffrey, 2021. "A multiattribute attentional drift diffusion model," Organizational Behavior and Human Decision Processes, Elsevier, vol. 165(C), pages 167-182.
    19. Kulesz, Micaela M. & Dittrich, Dennis A. V., 2014. "Intergenerational Cooperation: an Experimental Study on Beliefs," MPRA Paper 58584, University Library of Munich, Germany.
    20. Tyran, Jean-Robert & Stephens, Thomas A, 2012. "?At least I didn?t lose money? Nominal Loss Aversion Shapes Evaluations of Housing Transactions," CEPR Discussion Papers 9198, C.E.P.R. Discussion Papers.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:hin:complx:4391587. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Mohamed Abdelhakeem (email available below). General contact details of provider: https://www.hindawi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.