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Comparative study of nonlinear properties of EEG signals of a normal person and an epileptic patient

机译:正常人脑电信号非线性特性的比较研究   人和癫痫病人

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摘要

Background: Investigation of the functioning of the brain in living systemshas been a major effort amongst scientists and medical practitioners. Amongstthe various disorder of the brain, epilepsy has drawn the most attentionbecause this disorder can affect the quality of life of a person. In this paperwe have reinvestigated the EEGs for normal and epileptic patients usingsurrogate analysis, probability distribution function and Hurst exponent. Results: Using random shuffled surrogate analysis, we have obtained some ofthe nonlinear features that was obtained by Andrzejak \textit{et al.} [Phys RevE 2001, 64:061907], for the epileptic patients during seizure. Probabilitydistribution function shows that the activity of an epileptic brain isnongaussian in nature. Hurst exponent has been shown to be useful tocharacterize a normal and an epileptic brain and it shows that the epilepticbrain is long term anticorrelated whereas, the normal brain is more or lessstochastic. Among all the techniques, used here, Hurst exponent is found veryuseful for characterization different cases. Conclusions: In this article, differences in characteristics for normalsubjects with eyes open and closed, epileptic subjects during seizure andseizure free intervals have been shown mainly using Hurst exponent. The H showsthat the brain activity of a normal man is uncorrelated in nature whereas,epileptic brain activity shows long range anticorrelation.
机译:背景:对生物系统中大脑功能的研究一直是科学家和医学从业者的一项重大工作。在各种脑部疾病中,癫痫病最引起关注,因为这种疾病会影响人的生活质量。在本文中,我们使用替代分析,概率分布函数和Hurst指数对正常和癫痫患者的脑电图进行了重新研究。结果:使用随机改组替代分析,我们获得了癫痫发作期间由Andrzejak \ textit {et al。} [Phys RevE 2001,64:061907]获得的一些非线性特征。概率分布函数表明,癫痫脑的活动本质上是非高斯的。赫斯特指数已被证明可用于表征正常和癫痫的大脑,并且表明癫痫脑与长期抗相关,而正常大脑或多或少具有随机性。在这里使用的所有技术中,发现赫斯特指数对于表征不同情况非常有用。结论:本文使用Hurst指数显示了正常受试者在睁眼和闭眼,癫痫发作和无发作间隔期间的特征差异。 H表明,正常人的大脑活动在本质上是不相关的,而癫痫的大脑活动则表现出长期的反相关性。

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