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首页> 外文期刊>Expert Systems >Contextualized behavior patterns for change reasoning in Ambient Assisted Living: A formal model
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Contextualized behavior patterns for change reasoning in Ambient Assisted Living: A formal model

机译:在环境辅助生活中用于变化推理的情境化行为模式:一个正式模型

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摘要

Ambient Assisted Living, smart environments and technology used for elder care, increases independent living time and cuts long-term care costs. An important requirement for these systems is detecting and informing about abnormal behavior in users' routines. Still, routines may change when certain context conditions hold, which does not mean these changes should concern caregivers. However, changes due to context conditions are not often considered in current proposals. In this paper, we formalize the main concepts related to activities in Ambient Assisted Living, and we introduce contextualized behavior patterns, a long-term behavior model that considers variability due to context. We adopt a semantic similarity that allows to better detect behavior changes and to understand what makes an observation of daily living different from expected patterns. The results of the experience with three public data sets are promising.
机译:Ambient Assisted Living,用于老年人护理的智能环境和技术,增加了独立的生活时间并削减了长期护理成本。这些系统的重要要求是检测并通知用户例程中的异常行为。尽管如此,当某些情境条件成立时,例行程序可能会发生变化,但这并不意味着这些变化应引起护理人员的注意。但是,由于上下文条件而导致的更改在当前提案中通常不予考虑。在本文中,我们将与“环境辅助生活”中的活动有关的主要概念形式化,并介绍了情境化的行为模式,这是一种考虑到情境导致的可变性的长期行为模型。我们采用语义相似性,可以更好地检测行为变化并了解是什么使对日常生活的观察不同于预期的方式。三个公共数据集的经验结果很有希望。

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