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
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;
Conference_Titel :
Tools with Artificial Intelligence, 2009. ICTAI '09. 21st International Conference on
Conference_Location :
Newark, NJ
Print_ISBN :
978-1-4244-5619-2
Electronic_ISBN :
1082-3409
DOI :
10.1109/ICTAI.2009.100