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Out of the Lab and into the Fray: Towards Modeling Emotion in Everyday Life

机译:走出实验室,步入困境:建立日常生活中的情感模型

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We conducted a 19 participant study using a system comprised of wireless galvanic skin response (GSR), heart rate (HR), activity sensors and a mobile phone for aggregating sensor data and enabling affect logging by the user. Each participant wore the sensors daily for five days, generating approximately 900 hours of continuous data. We found that analysis of emotional events was highly dependent on correct windowing and report results on synthesized windows around annotated events. Where raters agreed on the timing and quality of the emotion we were able to recognize 85% of the high and low energy emotions and 70% of the positive and negative emotions. We also gained many insights regarding participant's perception of their emotional state and the complexity of emotion in real life.
机译:我们使用包含无线电流皮肤反应(GSR),心率(HR),活动传感器和移动电话的系统组成的系统进行了19位参与者的研究,该系统用于聚集传感器数据并启用用户的影响日志记录。每个参与者每天佩戴传感器五天,产生大约900个小时的连续数据。我们发现,对情感事件的分析高度依赖正确的窗口,并在带注释的事件周围的合成窗口上报告结果。在评估者就情绪的时间和质量达成一致的情况下,我们能够识别出85%的高能量和低能量情绪以及70%的正面和负面情绪。关于参与者对他们的情绪状态的感知以及现实生活中情绪的复杂性,我们也获得了许多见解。

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