Gender Differences in Facial Expressions of Affect During Learning

A. Vail, Joseph F. Grafsgaard, K. Boyer, E. Wiebe, James C. Lester
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引用次数: 13

Abstract

Affective support is crucial during learning, with recent evidence suggesting it is particularly important for female students. Facial expression is a rich channel for affect detection, but a key open question is how facial displays of affect differ by gender during learning. This paper presents an analysis suggesting that facial expressions for women and men differ systematically during learning. Using facial video automatically tagged with facial action units, we find that despite no differences between genders in incoming knowledge, self-efficacy, or personality profile, women displayed one lower facial action unit significantly more than men, while men displayed brow lowering and lip fidgeting more than women. However, numerous facial actions including brow raising and nose wrinkling were strongly correlated with learning in women, whereas only one facial action unit, eyelid raiser, was associated with learning for men. These results suggest that the entire affect adaptation pipeline, from detection to response, may benefit from gender-specific models in order to support students more effectively.
学习过程中面部表情的性别差异
情感支持在学习过程中至关重要,最近的证据表明,这对女学生尤其重要。面部表情是情感检测的一个丰富渠道,但一个关键的开放性问题是,在学习过程中,面部表情的情感表现如何因性别而异。本文的分析表明,女性和男性在学习过程中的面部表情存在系统差异。使用面部动作单元自动标记的面部视频,我们发现,尽管性别之间在获取知识、自我效能或性格特征方面没有差异,但女性比男性更明显地表现出一个较低的面部动作单元,而男性比女性更容易表现出眉毛下垂和嘴唇抖动。然而,许多面部动作,包括抬眉和皱鼻子,都与女性的学习能力密切相关,而只有一个面部动作单元,即抬眼皮,与男性的学习能力有关。这些结果表明,为了更有效地支持学生,从发现到响应的整个影响适应管道可能会受益于针对性别的模型。
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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