• DocumentCode
    2858886
  • Title

    Decomposition of Vergence Dynamics Using Independent Component Analysis

  • Author

    Kim, Eun ; Alvarez, Tara L. ; Alkan, Yelda ; Jaswal, Rajbir ; Biswal, Bharat B. ; Vicci, Vincent R.

  • Author_Institution
    Dept. of Biomed. Eng., New Jersey Inst. of Technol., Newark, NJ, USA
  • fYear
    2009
  • fDate
    2-4 Nov. 2009
  • Firstpage
    766
  • Lastpage
    770
  • Abstract
    This study investigated the underlying components of vergence responses in binocularly healthy individuals and subjects with convergence insufficiency (CI). Convergent and divergent eye movements were recorded from seven subjects using step stimuli. In addition, four CI subjects participated in six weeks of vision rehabilitation. The goal of this study was to use an independent component analysis (ICA) algorithm to dissect the vergence responses into two underlying components (transient and sustained) for comparison. Preliminary data suggest the healthy controls have greater peak velocity and the magnitude of the transient component was larger compared to patients with CI. After training, the peak velocity and magnitude of the transient component increased for the CI patients and these behaviors were maintained after the training. Data suggest that training modifies the cortical signal responsible for generating the transient component signal and these changes are sustained post rehabilitation.
  • Keywords
    biomedical measurement; eye; independent component analysis; vision defects; binocularly healthy individuals; convergence insufficiency; convergent eye movements; cortical signal; divergent eye movements; independent component analysis; step stimuli; transient component signal; vergence dynamics decomposition; vergence response; vision rehabilitation; Artificial intelligence; Biomedical engineering; Bismuth; Convergence; Dentistry; History; Independent component analysis; Protocols; Radiology; USA Councils; Convergence Insufficiency; ICA; Vergence;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Tools with Artificial Intelligence, 2009. ICTAI '09. 21st International Conference on
  • Conference_Location
    Newark, NJ
  • ISSN
    1082-3409
  • Print_ISBN
    978-1-4244-5619-2
  • Electronic_ISBN
    1082-3409
  • Type

    conf

  • DOI
    10.1109/ICTAI.2009.100
  • Filename
    5365894