一个自我学习的个性化反馈代理,用于激励身体活动

H. O. D. Akker, Laura S. Moualed, V. Jones, H. Hermens
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引用次数: 25

摘要

治疗各种慢性疾病的一个重要方面是优化身体活动水平。我们提出了一种实施电子反馈代理的一般方法,该代理作为个人教练,通过可持续的行为改变来实现和保持健康的身体活动水平。反馈代理是一种自我学习、环境感知、个性化的软件代理,运行在用户的智能手机上,并使用外部惯性传感器来跟踪用户全天的身体活动水平。在我们的框架中,我们强调了反馈的三个重要方面:给定反馈信息的时间、内容和表示。定制和优化反馈时间和内容的研究处于高级阶段,而表示方面在很大程度上是未来工作的问题。
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A self-learning personalized feedback agent for motivating physical activity
An important aspect in the treatment of various chronic diseases is to optimise physical activity levels. We present a general approach for the implementation of an electronic Feedback Agent that serves as a personal coach for achieving and maintaining a healthy level of physical activity through sustainable behavioural change. The Feedback Agent is a self-learning, context aware, personalized software agent that runs on the user's Smartphone and uses an external inertial sensor to keep track of the user's level of physical activity throughout the day. We highlight the three important aspects of feedback in our framework: the timing, content and representation of given feedback messages. Tailoring and optimization of feedback timing and content is in an advanced stage of research, while the representation aspect is largely a matter of future work.
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