Fixation-related EEG frequency band power analysis

C. Scharinger
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引用次数: 8

Abstract

During the last decade the combined recording of eye-tracking data and electroencephalographic (EEG) data has led to the methodology of fixation-related potentials analysis (FRP). This methodology has been increasingly and successfully used to study EEG correlates in the time domain (i.e., event-related potentials, ERPs) of cognitive processing in free viewing situations like text reading or natural scene perception. Basically, fixation-onset serves as time-locking event for epoching and analysing the EEG data. Here, we propose a methodology of fixation-related frequency band power analysis (FRBP) to study cognitive load and affective variations in learners during free viewing situations of multimedia learning materials (i.e., combinations of textual and pictorial elements). The EEG alpha frequency band power at parietal electrodes may serve as a valid measure of cognitive load, whereas the frontal alpha asymmetry may serve as a measure of affective variations. We will briefly introduce and motivate the measures and the methodology, and discuss methodological challenges. The methodology is frontline for learning research, first, as to date the EEG has been seldom used to study design effects of multimedia learning materials and second, as fixation-related EEG data analysis has rarely been done focussing on the frequency domain (i.e., FRBP). Despite methodological challenges still to be solved, FRBP may provide a more in-depth picture of cognitive processing during multimedia learning compared to eye-tracking data or EEG data in isolation and thus may help clarifying effects of multimedia design decisions.
注视相关EEG频带功率分析
在过去的十年里,眼动追踪数据和脑电图(EEG)数据的结合记录导致了注视相关电位分析(FRP)的方法。该方法已越来越成功地用于研究在自由观看情况下(如文本阅读或自然场景感知)认知处理的时域(即事件相关电位,ERP)中的EEG相关性。基本上,注视开始充当时间锁定事件,用于划时代和分析EEG数据。在这里,我们提出了一种与注视相关的频带功率分析(FRBP)方法,以研究学习者在自由观看多媒体学习材料(即文本和图像元素的组合)的情况下的认知负荷和情感变化。顶叶电极的EEGα频带功率可以作为认知负荷的有效测量,而额叶α不对称可以作为情感变化的测量。我们将简要介绍和激励这些措施和方法,并讨论方法上的挑战。该方法是学习研究的前沿,首先,到目前为止,脑电很少用于研究多媒体学习材料的设计效果,其次,由于很少专注于频域(即FRBP)进行与注视相关的脑电数据分析。尽管方法上的挑战仍有待解决,但与单独的眼动追踪数据或EEG数据相比,FRBP可以提供多媒体学习过程中认知处理的更深入的画面,从而有助于澄清多媒体设计决策的影响。
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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来源期刊
Frontline Learning Research
Frontline Learning Research Social Sciences-Education
CiteScore
5.50
自引率
0.00%
发文量
6
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