Personalization in Circadian Rhythm-Based Event Scheduling

Prachi Sadekar, Jackson Baitinger, Sean Conway, Matthew Clark, Afsaneh Doryab
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Abstract

The human body follows a natural circadian rhythm, influencing sleep timing, cognitive abilities, and physical energy. Many people live contrary to this biological rhythm, leading to reduced cognitive performance and sleep loss, with college students especially vulnerable to these effects. Currently, there are limited technologies that assist with circadian rhythm alignment, despite the potential for health and productivity benefits. This paper investigates the feasibility of circadian-based activity scheduling for college students. We develop three circadian-based activity schedules that are increasingly personalized: (1) common activity timing according to circadian rhythms research, (2) timing curation according to sociodemographic context, and (3) timing adjustment based on individuals’ specific constraints and context. In a three-week study, we explore users’ responses to each scheduling approach and the potential impact on subjective wellbeing and overall performance. Our results show that participants could follow more activity recommendations as the level of personalization increased. Participants who followed the circadian schedules reported significantly improved well-being than others. However, reported wellbeing was not significantly correlated with increased personalization of timings. These observations provide useful insights into design requirements for circadian-aware recommendation systems.
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基于昼夜节律的事件调度中的个性化
人体遵循自然的昼夜节律,影响睡眠时间、认知能力和体力。许多人的生活与这种生物节奏背道而驰,导致认知能力下降和睡眠不足,大学生尤其容易受到这些影响。目前,尽管有可能带来健康和生产力方面的好处,但帮助调整昼夜节律的技术有限。本研究探讨了基于昼夜节律的大学生活动计划的可行性。我们开发了三种日益个性化的基于昼夜节律的活动时间表:(1)根据昼夜节律研究的共同活动时间安排,(2)根据社会人口背景的时间策划,以及(3)基于个人特定约束和背景的时间调整。在一项为期三周的研究中,我们探讨了用户对每种调度方法的反应以及对主观幸福感和整体表现的潜在影响。我们的研究结果表明,随着个性化水平的提高,参与者可以遵循更多的活动建议。遵循昼夜节律时间表的参与者报告说,他们的幸福感明显高于其他人。然而,报告的幸福感与个性化时间的增加没有显著相关。这些观察结果为昼夜节律感知推荐系统的设计要求提供了有用的见解。
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