测量多模态理解过程中的学习表现和认知活动

Naser Al Madi, J. Khan
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引用次数: 5

摘要

本研究主要关注文本理解和多媒体理解过程中的学习表现和认知活动。我们使用脑电图(脑电图Alpha, Beta和Theta波段)来监测每次演讲期间的认知负荷和情绪,并使用理解的计算模型来衡量学习表现。我们通过人体研究收集实验数据。我们对16名被试进行了本研究,记录了他们在文本和多媒体阅读过程中的脑电图活动和学习进展。结果显示,文本和多媒体演示在α和β波段功率上存在可测量的差异。此外,对体验情绪的测量显示,多媒体呈现诱导的积极情绪的程度高于预期的文本。同时,文本呈现比多媒体呈现产生更高的认知负荷。
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Measuring learning performance and cognitive activity during multimodal comprehension
This study is focusing on learning performance and cognitive activity during text comprehension and multimedia comprehension. We use Electroencephalography (EEG Alpha, Beta, and Theta bands) to monitor cognitive load and emotions during each presentation, and computational modeling of comprehension to measure learning performance. We collected the data set for our experiment through a human study. We have applied this study on sixteen participants, in which their EEG activity and learning progress were recorded during text and multimedia comprehension. The results showed measurable differences in Alpha and Beta bands power between text and multimedia presentations. Furthermore, measurements of experienced emotions revealed that multimedia presentation induced positive emotions in a higher magnitude than text as expected. Simultaneously, text presentation created higher cognitive load than multimedia.
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