Look-ahead relevant information: Reducing cognitive burden over prolonged tasks

S. van Dijk, D. Polani

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

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    Abstract

    Based on the fact that information processing is costly, we study in this paper the trade-off between performance and informational requirements. Most importantly, we are interested in how local decisions can alleviate future cognitive burden, measured by the amount of sensory information an agent processes, without conceding performance. We introduce lookahead information as a novel concept to capture the long-term informational requirements and present an iterative method to determine the value of this quantity. Using an example problem, we show how these long-term considerations enable an agent to predict future effects of its actions on its informational burden, and to shape the course of the world to achieve more informationally parsimonious behaviour.
    Original languageEnglish
    Title of host publicationProcs of 2011 IEEE Symposium on Artificial Life
    PublisherInstitute of Electrical and Electronics Engineers (IEEE)
    Pages46-53
    Number of pages8
    Edition1st
    ISBN (Print)978-161284063-5
    DOIs
    Publication statusPublished - 2011
    EventALIFE 2011 - Paris, France
    Duration: 11 Apr 201115 Apr 2011

    Publication series

    NameSymposium Series on Computational Intelligence - IEEE ALIFE 2011
    PublisherIEEE

    Conference

    ConferenceALIFE 2011
    Country/TerritoryFrance
    CityParis
    Period11/04/1115/04/11

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