Causality analysis of P300 recordings focused on the localization of active brain areas

B. J. I. Padilla, Jonathan Avendao, D. German Castellanos
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Abstract

This paper focuses on the causal influence in the brain. These effects are analyzed by stimulating visually or aurally a patient with an external sensorial stimulus and investigating the outcome into the brain (event-related potentials) in order to detect causal influences from one neuron or neuronal population to another. This analysis is achieved by applying time varying multivariate autoregressive models to the ERP signals. The causal interaction is measured using the Granger Causality Index (GCI). The obtained results using causality can validate the analysis performed by an specialist, and they demonstrate the causal interactions between electrophysiological signals of different sites of the cortex, occurring during cognitive processes related with ERP.
P300记录的因果关系分析侧重于大脑活动区域的定位
本文关注的是大脑中的因果影响。这些效应是通过用外部感觉刺激刺激患者的视觉或听觉,并在大脑中调查结果(事件相关电位)来分析的,以便检测从一个神经元或神经元群到另一个神经元的因果影响。这种分析是通过对ERP信号应用时变多元自回归模型来实现的。因果关系是用格兰杰因果指数(GCI)来衡量的。使用因果关系获得的结果可以验证专家所做的分析,并且它们证明了在与ERP相关的认知过程中发生的皮层不同部位的电生理信号之间的因果相互作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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