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Identification of an Individual's Frustration in the Work Environment Through a Multi-sensor Computer Mouse

机译:通过多传感器计算机鼠标识别工作环境中的个人挫败感

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Older adults traditionally face major challenges at work when it comes to dealing with new technological tools. A sense of overwhelm and frustration can quickly arise under these circumstances. Continuous negative feelings in the work environment may lead to the increase of the risks for cognitive decline and threaten independence and quality of life. In this work, we focus on the seamless identification of frustration of older adults at work via physiological sensors embedded in an in-house developed computer mouse, denoted as CogniMouse. For the purpose of this research, we have developed a probabilistic classification algorithm that receives real-time signals and physiological measurement streams as input, and accordingly identifies frustration events. Ultimately, such classification can be leveraged to deliver user interventions and personalized solutions to help reduce user frustration.
机译:传统上,老年人在处理新技术工具时会面临重大挑战。在这种情况下,很快就会产生不知所措和沮丧的感觉。在工作环境中持续的负面情绪可能导致认知下降的风险增加,并威胁到独立性和生活质量。在这项工作中,我们致力于通过内置在内部开发的计算机鼠标(称为CogniMouse)中的生理传感器,无缝识别老年人在工作中的挫败感。为了本研究的目的,我们开发了一种概率分类算法,该算法接收实时信号和生理测量流作为输入,并因此识别沮丧事件。最终,可以利用这种分类来提供用户干预和个性化解决方案,以帮助减少用户的挫败感。

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