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The N400 for brain computer interfacing: complexities and opportunities

机译:用于脑机接口的N400:复杂性和机遇

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The N400 is an event related potential that is evoked in response to conceptually meaningful stimuli.It is for instance more negative in response to incongruent than congruent words in a sentence, andmore negative for unrelated than related words following a prime word. This sensitivity to semanticcontent of a stimulus in relation to the mental context of an individual makes it a signal of interest forBrain Computer Interfaces. A complicating aspect is the number of factors that can affect the N400amplitude. In this paper, we provide an accessible overview of this range of N400 effects, and surveythe three main BCI application areas that currently exploit the N400: (1) exploiting the semanticprocessing of faces to enhance matrix speller performance, (2) detecting language processing inpatients with Disorders of Consciousness, and (3) using semantic stimuli to probe what is on a user’smind. Drawing on studies from these application areas, we illustrate that the N400 can successfully beexploited for BCI purposes, but that the signal-to-noise ratio is a limiting factor, with signal strengthalso varying strongly across subjects. Furthermore, we put findings in context of the general N400literature, noting open questions and identifying opportunities for further research.
机译:N400是与事件相关的电位,可响应概念上有意义的刺激而引起,例如,对句子不一致的反应比与句子中的一致词相比具有更大的消极作用,与无关的单词相比,与素词后面的相关单词相比,对事件具有更大的消极作用。刺激的语义内容相对于个人心理环境的敏感性使它成为大脑计算机接口的关注信号。一个复杂的方面是可能影响N400幅度的因素数量。在本文中,我们提供了有关N400效果范围的无障碍概述,并调查了当前利用N400的三个主要BCI应用领域:(1)利用面部的语义处理来增强矩阵拼写器的性能,(2)检测住院病人的语言处理(3)使用语义刺激来探究用户的思想。根据这些应用领域的研究,我们表明N400可以成功用于BCI,但是信噪比是一个限制因素,信号强度在各个主题之间也存在很大差异。此外,我们将研究结果放在N400的一般文献中,指出未解决的问题,并确定进一步研究的机会。

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