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Eye Movements During Everyday Behavior Predict Personality Traits

机译:日常行为中的眼球运动可预测人格特质

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摘要

Besides allowing us to perceive our surroundings, eye movements are also a window into our mind and a rich source of information on who we are, how we feel, and what we do. Here we show that eye movements during an everyday task predict aspects of our personality. We tracked eye movements of 42 participants while they ran an errand on a university campus and subsequently assessed their personality traits using well-established questionnaires. Using a state-of-the-art machine learning method and a rich set of features encoding different eye movement characteristics, we were able to reliably predict four of the Big Five personality traits (neuroticism, extraversion, agreeableness, conscientiousness) as well as perceptual curiosity only from eye movements. Further analysis revealed new relations between previously neglected eye movement characteristics and personality. Our findings demonstrate a considerable influence of personality on everyday eye movement control, thereby complementing earlier studies in laboratory settings. Improving automatic recognition and interpretation of human social signals is an important endeavor, enabling innovative design of human–computer systems capable of sensing spontaneous natural user behavior to facilitate efficient interaction and personalization.
机译:除了让我们感知周围的环境外,眼球运动还是进入我们心灵的窗口,也是有关我们是谁,我们的感觉和我们的工作的丰富信息来源。在这里,我们证明了日常工作中的眼球运动可以预测我们性格的各个方面。我们跟踪了42名参与者在大学校园中出差的眼动情况,随后使用完善的问卷调查评估了他们的人格特质。使用最先进的机器学习方法和丰富的编码不同眼动特征的功能集,我们能够可靠地预测出五种人格特质中的四个(神经质,外向性,顺从性,尽责性)以及感知性好奇心只来自眼球运动。进一步的分析揭示了先前被忽略的眼动特征与个性之间的新关系。我们的发现表明,人格对日常眼球运动控制有相当大的影响,从而补充了实验室环境中的早期研究。改进对人类社会信号的自动识别和解释是一项重要的工作,它使人机系统的创新设计能够感应自然的自然用户行为,从而促进高效的交互和个性化。

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