DocumentCode :
261961
Title :
Brain Mapping and Interpretation of Reading Processing in Children Using EEG and Multivariate Statistical Analysis
Author :
Theoto Rocha, Fabio ; Thomaz, Carlos Eduardo ; Freitas da Rocha, Armando ; Massad, Eduardo
Author_Institution :
Dept. of Electr. Eng., FEI, Sao Paulo, Brazil
fYear :
2014
fDate :
26-30 Aug. 2014
Firstpage :
251
Lastpage :
258
Abstract :
Difficulties in learning to read may have a number of causes and children tend to experience on the phonological route the most common disturbance in this cognitive task. Using two sample groups of children with and without reading difficulties and their corresponding EEG signals captured during the reading processing, we describe in this work a set of techniques that investigates such disturbance by generating whole brain mappings based on the entropy of each EEG electrode and non-supervised and supervised multivariate statistical analyses. Our experimental results have clearly showed specific neural organizations well suited to interpreting the word/phrase reading processing in these children. We believe that these techniques might become an effective computational tool in helping the diagnostic process of children with learning disabilities.
Keywords :
bioelectric potentials; biomedical electrodes; cognition; electroencephalography; learning (artificial intelligence); medical signal processing; neurophysiology; paediatrics; statistical analysis; word processing; EEG electrode; EEG signal capturing; brain mapping; children; cognitive task; entropy; learning disabilities; neural organizations; nonsupervised multivariate statistical analyses; phrase reading processing; word reading processing; Brain mapping; Brain modeling; Electrodes; Electroencephalography; Entropy; Loading; Organizations; brain mapping; electroencephalogram; multivariate analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Graphics, Patterns and Images (SIBGRAPI), 2014 27th SIBGRAPI Conference on
Conference_Location :
Rio de Janeiro
Type :
conf
DOI :
10.1109/SIBGRAPI.2014.19
Filename :
6915315
Link To Document :
بازگشت