Title :
Differences in phase synchrony of brain regions between regular and dyslexic readers
Author_Institution :
Edmond J. Safra Brain Res. Center, Univ. of Haifa, Haifa, Israel
Abstract :
Dyslexia is a learning disability that impairs a person´s ability to decode words accurately and fluently. This deficit can manifest itself as difficulties in orthographic working memory, brain systems asynchrony, poor executive function skills and/or rapid naming processing. Although each of the aforementioned factors incorporates different brain systems and is activated at different speeds and in different manners, it is clear that for good reading performance to occur, these systems must be activated in a synchronized manner (hence, the name “A-synchronization Theory”). This aforementioned theory of A-synchronization indicates that impairment among dyslexic readers involves not only the speed of processing but also the integrating and processing of information emerging from different sensory systems, specifically, the visual and auditory modalities. Based on this, an effective algorithm was developed for analysis and classification of subjects as either Regular Readers or Dyslexic Readers. This was achieved by measuring phase synchrony in Electroencephalographic (EEG) recorded channels during visual Lexical Decision task. An average correct identification rate of 89% ± 2% was achieved when phase synchrony features from the gamma-band (30-40Hz) were extracted. This may indicate a lack of synchrony between different modalities in dyslexic readers related to attention process.
Keywords :
cognition; data analysis; decision making; electroencephalography; feature extraction; medical disorders; medical signal processing; neurophysiology; signal classification; synchronisation; visual evoked potentials; visual perception; word processing; A-synchronization theory; EEG recorded channel; attention process; auditory sensory system; average correct identification rate; brain activation manner; brain activation speed; brain region phase synchrony difference; brain system asynchrony; data analysis; dyslexia; dyslexic reader classification; electroencephalographic recorded channel; executive function skill; gamma-band feature extraction; integrating speed; learning disability; orthographic working memory; phase synchrony feature extraction; phase synchrony measurement; processing speed; rapid naming processing; reading performance; regular reader classification; synchronized activation; visual lexical decision task; visual sensory system; word decoding; Band-pass filters; Electrodes; Electroencephalography; Feature extraction; Information processing; Phase measurement; Visualization; Classification; Dyslexia; Electroencephalography (EEG) analysis; Phase Locking Value (PLV);
Conference_Titel :
Electrical & Electronics Engineers in Israel (IEEEI), 2014 IEEE 28th Convention of
Conference_Location :
Eilat
Print_ISBN :
978-1-4799-5987-7
DOI :
10.1109/EEEI.2014.7005747