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Detecting Social Interactions through Commercial Mobile Devices

机译:通过商用移动设备检测社交互动

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Social interactions represent an important factor in the human society and it presents different issues depending on the user category involved. In this paper, we present technological issues of using exclusively commercial mobile devices of the users to detect social interactions. Then, we propose a solution based on Bluetooth wearable tags, minimally invasive and low-cost. This solution is based on the analysis of the RSSI emitted by BLE beacon messages and received by the user personal device through a dedicated mobile app. We collected such information during a calibration campaign. To this purpose, we recruited volunteer students from a high school who mimic a number of interactions with class-mates. We compared the results of our algorithm with a diary of the interactions provided by the students, obtaining an overall accuracy of 81% and F-Score measure of 84%.
机译:社交互动是人类社会中的一个重要因素,它根据所涉及的用户类别提出了不同的问题。在本文中,我们提出了使用用户的专用商业移动设备来检测社交互动的技术问题。然后,我们提出了一种基于蓝牙可穿戴标签,微创和低成本的解决方案。该解决方案基于对BLE信标消息发出并由用户个人设备通过专用移动应用程序接收的RSSI的分析。我们在校准活动中收集了此类信息。为此,我们从高中招募了志愿者学生,他们模仿了与同学的许多互动。我们将算法的结果与学生提供的互动日记进行了比较,获得了81%的整体准确性和84%的F-Score度量。

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