计算机训练后阅读障碍的大脑可塑性:基于统计t检验的谱分析

Amir Hossein Farhadi Shouli, Salahadin Lotfi, E. Arbabi
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引用次数: 0

摘要

阅读障碍是一种以语音加工缺陷为特征的脑部阅读障碍。本文研究了计算机工作记忆(WM)训练对15例失读儿童脑电信号的影响。为此,记录了计算机治疗前后受试者的三组脑电图。每组脑电图都是在受试者进行涉及工作记忆或注意力的视觉任务时记录下来的。从记录的信号中提取了三种频谱特征类型,t检验作为一种统计方法,用于寻找由于处理而受影响最大的特征,已应用于频谱特征。分析结果发现,与谐波参数(HPs)相比,处理对慢波指数(SWI)和相对谱功率(RSP)特征的影响更大。此外,计算机干预对theta和delta波段提取的特征和theta子波段的RSP的影响更大。最后,通过分析重复次数最多的电极,在对治疗的反应特征中,发现了受治疗影响的大脑解剖区域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Brain plasticity in dyslexia after computer training: Spectral analysis based on statistical t-test
Dyslexia is a brain-based reading disability characterized by deficit in phonological processing. In this paper the effect of computer working memory (WM) training on EEG signals of 15 dyslexic children has been investigated. For this purpose, three sets of EEG were recorded from the subjects before and after the computer treatment. Each set of EEG was recorded while the subjects were doing a visual task that involves the working memory or the attention. Three spectrum feature types have been extracted from the recorded signals, t-test as a statistical approach for finding the most affected features due to the treatment, has been applied on the spectrum features. By analyzing the results, it could be found that slow wave index (SWI) and relative spectral power (RSP) features are more affected by the treatments, comparing to the harmonic parameters (HPs). In addition, it has been observed that the extracted features from theta and delta bands and RSP in theta sub-bands are more affected by the computer intervention. Finally, by analyzing the most repeated electrodes, among the responsive features to the treatments, the anatomic regions of brain affected by the treatment have been found.
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