发现痴呆症患者挑战性行为的因果关系

Kristina Yordanova, Sebastian Bader, Sarah Weschke, Frank Krüger, Judith Henf, S. Teipel, T. Kirste
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引用次数: 1

摘要

随着老年人口的增加,老年痴呆症患者的比例也在增加。通常,痴呆症患者由家庭成员在家照顾。照顾任务与显著的心理和身体压力有关,这对照顾者和痴呆症患者都有影响。改善护理任务的一个解决方案是提供一个辅助系统,该系统能够自动识别具有挑战性的行为,并为适当的干预策略提供建议。该系统面临的挑战之一是基于当前观察到的行为来预测未来的挑战行为。为了解决这个问题,我们提出了一种发现挑战行为之间潜在因果关系的方法。我们分析了在两家养老院收集的传感器数据集的注释,为期4周。初步结果表明,我们的方法能够发现不同挑战行为之间的关系。所发现的关系与现有的关于某些挑战性行为组之间频率相关性的发现并不矛盾。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Discovery of Causal Relations in the Challenging Behaviour of People with Dementia
With the increase of elderly population, the percent- age of people suffering from dementia also increases. Typically, patients with dementia are cared for at home by family members. The task of caregiving is associated with significant psychological and physical stress that affects both the caregiver and the person with dementia. One solution to improving the task of caregiving is to provide an assistive system that is able to automatically recognise when challenging behaviour is exhibited and to provide suggestions for appropriate intervention strategies. One of the challenges such system has, is to predict future challenging behaviour based on the currently observed behaviour.To address this problem, we propose a method for discovering potential causal relations between challenging behaviours. We analyse the annotation of a sensor dataset collected in two nursing homes for a period of 4 weeks. The preliminary results show that our ap- proach is able to discover relations between different challenging behaviours. The discovered relations do not contradict existing findings on the frequency correlations between certain groups of challenging behaviours.
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