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Learning to Relax and Attend: Investigating Methods to Analyze Neurofeedback Data from Nepalese Children’s Mind-Full Sessions

机译:学会放松和参与:研究尼泊尔儿童全神贯注课中神经反馈数据的分析方法

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摘要

Mind-Full (Nepal) consists of three neurofeedback (NF) games designed to help young children living in extreme poverty learn to self-regulate relaxation and attention. In this thesis, I present the methodological process used to analyze the Mind-Fullu27s log data that was collected from a field-study conducted in Nepal (Antle et al., 2015). The results of this analysis showed that there was no significant improvement in relaxation, attention and game performance of the children across sessions in all three games. There was no correlation between the dependent measures derived from headset generated relaxation/attention indices and brainwave amplitudes. I discuss reasons for these findings, grounded in the previous NF studies. Based on my results and previous works, I recommend approaches to data analysis methods for future NF studies including how to pre-process data, choose dependent measures and sample sessions for across sessions analysis.
机译:心灵饱满(尼泊尔)由三个神经反馈(NF)游戏组成,旨在帮助生活在极端贫困中的幼儿学会自我调节放松和注意力。在本文中,我介绍了用于分析从尼泊尔进行的实地研究中收集的Mind-Full测井数据的方法学过程(Antle等,2015)。该分析结果表明,在所有三个游戏的各个时段中,​​儿童的放松,注意力和游戏性能均没有显着改善。从头戴式耳机产生的放松/注意力指数得出的相关测量与脑电波振幅之间没有相关性。我讨论了基于先前的NF研究得出这些发现的原因。根据我的研究结果和以前的工作,我推荐用于未来NF研究的数据分析方法,包括如何预处理数据,选择依赖的度量以及用于跨会话分析的示例会话。

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