The Effective Brain Areas in Recognition of Dyslexia

R. Shali, S. Setarehdan
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引用次数: 3

Abstract

Background: The brain has four lobes consist of frontal, parietal, occipital, and temporal. Most researchers have reported that the left occipitotemporal region of the brain, which is the combined region of the occipital and temporal lobes, is less active in children with dyslexia like Sklar, Glaburda, Ashkenazi and Leisman.Methods: There are different methods and tools to investigate how the brain works, such as magnetic resonance imaging (MRI), positron emission tomography (PET), magneto-encephalography (MEG) and electroencephalography (EEG). Among these, EEG determines the electrical activity of the brain with the electrodes placed on the special areas on the scalp. In this research, we processed the EEG signals of dyslexic children and healthy ones to determine what the areas of the brain are most likely to cause the disease.Results: For this purpose, we extracted 43 features, including relative spectral power (RSP) features, mean, standard deviation, skewness, kurtosis, Hjorth, and AR parameters. Then an SVM classifier is used to separate two classes. Finally, we show the particular brain activation pattern by calculating the correlation coefficients and co-occurrence matrices, which suggests the activation of the working memory region as an active area.Conclusion: By identifying the brain areas involved in reading activity, it has expected that psychologists and physicians will be able to design the therapeutic exercises to activate this part of the brain.
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识别阅读障碍的有效脑区
背景:大脑有四个叶,包括额叶、顶叶、枕叶和颞叶。大多数研究人员报告称,大脑的左枕颞区是枕叶和颞叶的结合区,在Sklar、Glasburda、Ashkenazi和Leisman等患有阅读障碍的儿童中活动较少。方法:有不同的方法和工具来研究大脑是如何工作的,如磁共振成像(MRI)、正电子发射断层扫描(PET),脑磁图(MEG)和脑电图(EEG)。其中,脑电图通过放置在头皮特殊区域的电极来确定大脑的电活动。在这项研究中,我们处理了阅读障碍儿童和健康儿童的脑电图信号,以确定大脑中哪些区域最有可能导致这种疾病。结果:为此,我们提取了43个特征,包括相对光谱功率(RSP)特征、均值、标准差、偏度、峰度、Hjorth和AR参数。然后使用支持向量机分类器来分离两个类。最后,我们通过计算相关系数和共现矩阵来显示特定的大脑激活模式,这表明工作记忆区域的激活是一个活跃区域。结论:通过识别参与阅读活动的大脑区域,心理学家和医生有望设计出激活大脑这一部分的治疗练习。
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发文量
19
审稿时长
4 weeks
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