LaCasa:位置和上下文感知安全助手

J. Hoey, X. Yang, Eduardo Quintana, J. Favela
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引用次数: 43

摘要

流浪是痴呆症患者的一种常见行为。这也是护理人员主要关心的问题之一,因为它可能导致人迷路和受伤。一个人漫游的频率和方式在很大程度上受其背景和具体情况的环境因素的影响。在本文中,我们研究了漫游行为的一些特性,特别是与我们用移动设备感知它们的能力相关的特性。然后,我们提出了一个新的决策理论模型,该模型可以估计残疾患者面临的风险,并决定采取适当的行动,例如提示残疾患者或呼叫护理人员。该模型可以根据用户需求(例如已知位置、认知能力下降程度)进行定制,并考虑到不确定性和从传感器收集的上下文信息,例如当前位置、噪音和与护理人员的距离。该系统的初步版本已在Android平台上运行的移动设备漫游辅助应用程序中实例化。
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LaCasa: Location and context-aware safety assistant
Wandering is a common behavior among people with dementia (PwD). It is also one of the main concerns of caregivers since it can cause the person to get lost and injured. The frequency and manner in which a person wanders is highly influenced by the person's background and contextual factors specific to the situation. In this paper we investigate some of the properties of wandering behaviours, particularly related to our ability to sense them with mobile devices. We then propose a novel decision-theoretic model that estimates the risk faced by the PwD and decides on the appropriate action to take, such as prompting the PwD or calling the caregiver. The model can be tailored to the user needs (e.g. known locations, level of cognitive decline) and takes into account uncertainty, and contextual information gathered from sensors, such as current location, noise, and proximity to the caregiver. A preliminary version of the system has been instantiated in a wandering assistance application for mobile devices running on an Android platform.
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