From extraneous noise to categorizable signatures: Using multi-scale analyses to assess implicit interaction needs of older adults with visual impairments

  • Kevin P. Moloney
  • , V. Kathlene Leonard
  • , Bin Shi
  • , Julie A. Jacko
  • , Brani Vidakovic
  • , François Sainfort

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

Abstract

The holistic understanding of human-computer interaction (HCI) is increasingly important, especially given the impending influx of older users who present dynamic needs that evolve with age. This study explores pupillary response behavior (PRB) during computer interaction to identify underlying differences between older adults of varying ocular profiles. PRB was measured from two groups of individuals diagnosed with Age-related Macular Degeneration (AMD) and a visually healthy control group. Unconventional analytical techniques - wavelet-based multifractal analyses - were used to identify PRB anomalies resulting from the effects of aging and/or ocular pathology. A distribution of regularity indices was extracted from the data signals to reveal signatures of PRB change patterns. One characteristic of the multifractal spectrum, Left Slope (LS), fully distinguished the user groups, revealing trends of increasing PRB irregularity with increasing levels of ocular dysfunction.

Original languageEnglish
Title of host publicationHuman-computer Interaction - Interact 2005, Proceedings
EditorsMF Costabile, F Paterno
Pages1108-1111
Number of pages4
DOIs
StatePublished - 2005
Externally publishedYes
Event1st International Conference on Advanced Data Mining and Applications, ADMA 2005 - Wuhan, China
Duration: Jul 22 2005Jul 24 2005

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume3585 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference1st International Conference on Advanced Data Mining and Applications, ADMA 2005
Country/TerritoryChina
CityWuhan
Period7/22/057/24/05

ASJC Scopus Subject Areas

  • Theoretical Computer Science
  • General Computer Science

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