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A mixture distribution for visual foraging

  • SUNY Buffalo

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Visual foraging is investigated by examining the nature of statistical distributions underlying human search strategies. Eye movements uninfluenced by scene perception or higher level cognition tasks are used to generate a data set which can be analyzed to study 'pure' searches. Eye movements in the form of 'jump' length constituting the entire search process are studied to detect the presence of statistical distributions whose parameters can be estimated. Animal ecology studies have reported the presence of a Lèvy flight/power law model, which explains animal foraging patterns in few species. We consider a Lèvy flight model to explain visual foraging. Results from data analysis, while not ruling out the presence of a power law entirely, point strongly towards the presence of a mixture distribution which faithfully explains visual foraging. This mixture distribution is made up of gamma distributions.

Original languageEnglish
Title of host publicationProceedings of the Symposium on Eye Tracking Research and Applications, ETRA 2014
PublisherAssociation for Computing Machinery
Pages227-230
Number of pages4
ISBN (Print)9781450327510
DOIs
StatePublished - Mar 26 2014
Event8th Symposium on Eye Tracking Research and Applications, ETRA 2014 - Safety Harbor, FL, United States
Duration: Mar 26 2014Mar 28 2014

Publication series

NameEye Tracking Research and Applications Symposium (ETRA)

Conference

Conference8th Symposium on Eye Tracking Research and Applications, ETRA 2014
Country/TerritoryUnited States
CitySafety Harbor, FL
Period03/26/1403/28/14

Keywords

  • Eye movements and Cognition
  • Scanning strategies
  • Visual search behavior

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