基于脑电图和多元统计分析的儿童阅读加工脑映射与解释

F. Rocha, C. Thomaz, A. Rocha, E. Massad
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引用次数: 5

摘要

学习阅读的困难可能有许多原因,儿童倾向于在语音路线上经历这一认知任务中最常见的障碍。本研究以两组有阅读困难和无阅读困难的儿童为样本,以及他们在阅读处理过程中捕获的相应脑电图信号,描述了一套研究这种障碍的技术,该技术基于每个脑电图电极的熵和非监督和监督多元统计分析生成全脑映射。我们的实验结果清楚地表明,特定的神经组织非常适合解释这些儿童的单词/短语阅读过程。我们相信,这些技术可能成为一种有效的计算工具,有助于诊断儿童的学习障碍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Brain Mapping and Interpretation of Reading Processing in Children Using EEG and Multivariate Statistical Analysis
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.
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