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Choosing MUSE: Validation of a Low-Cost Portable EEG System for ERP Research

机译:选择MUSE:验证用于ERP研究的低成本便携式EEG系统

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摘要

In recent years there has been an increase in the number of portable low-cost electroencephalographic (EEG) systems available to researchers. However, to date the validation of the use of low-cost EEG systems has focused on continuous recording of EEG data and/or the replication of large system EEG setups reliant on event-markers to afford examination of event-related brain potentials (ERP). Here, we demonstrate that it is possible to conduct ERP research without being reliant on event markers using a portable MUSE EEG system and a single computer. Specifically, we report the results of two experiments using data collected with the MUSE EEG system—one using the well-known visual oddball paradigm and the other using a standard reward-learning task. Our results demonstrate that we could observe and quantify the N200 and P300 ERP components in the visual oddball task and the reward positivity (the mirror opposite component to the feedback-related negativity) in the reward-learning task. Specifically, single sample t-tests of component existence (all p's < 0.05), computation of Bayesian credible intervals, and 95% confidence intervals all statistically verified the existence of the N200, P300, and reward positivity in all analyses. We provide with this research paper an open source website with all the instructions, methods, and software to replicate our findings and to provide researchers with an easy way to use the MUSE EEG system for ERP research. Importantly, our work highlights that with a single computer and a portable EEG system such as the MUSE one can conduct ERP research with ease thus greatly extending the possible use of the ERP methodology to a variety of novel contexts.
机译:近年来,研究人员可以使用的便携式低成本脑电图(EEG)系统数量有所增加。然而,迄今为止,低成本EEG系统使用的验证已集中在EEG数据的连续记录和/或依赖于事件标记的大型系统EEG设置的复制上,以检查与事件相关的脑电势(ERP) 。在这里,我们证明了使用便携式MUSE EEG系统和一台计算机可以进行ERP研究而无需依赖事件标记。具体来说,我们报告了使用MUSE EEG系统收集的数据进行的两次实验的结果-一项使用众所周知的视觉奇异球范例,另一项使用标准的奖励学习任务。我们的结果表明,我们可以观察和量化视觉奇异球任务中的N200和P300 ERP组件以及奖励学习任务中的奖励积极性(与反馈相关的消极镜像相对)。具体来说,组件存在的单个样本t检验(所有p均<0.05),贝叶斯可信区间的计算以及95%的置信区间都在统计学上验证了N200,P300的存在以及所有分析中的报酬阳性。我们在此研究文件中提供了一个开放源代码网站,其中包含所有说明,方法和软件,以复制我们的发现,并为研究人员提供简便的方法来使用MUSE EEG系统进行ERP研究。重要的是,我们的工作着重指出,使用一台计算机和诸如MUSE之类的便携式EEG系统,可以轻松进行ERP研究,从而将ERP方法的使用范围大大扩展到了各种新颖的环境中。

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