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A personal visual analytics on smartphone usage data

机译:对智能手机使用情况数据的个人视觉分析

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摘要

The percentage of individuals frequently using their smartphones in work and life is increasing steadily. The interactions between individuals and their smartphones can produce large amounts of usage data, which contain rich information about smartphone owners' usage habits and their daily life. In this paper, a personal visual analytic tool is proposed to develop insights and discover knowledge of personal life in smartphone usage data. Four cooperated visualization views and many interactions are provided in this tool to visually explore the temporal features of various interactive events between smartphones and their users, the hierarchical associations among event types, and the detailed distributions of massive event sequences. In the case study, plenty of interesting patterns are discovered by analyzing the data of two smartphone users with different usage styles. We also conduct a one-month user study on several invited volunteers from our laboratory and acquaintance circle to improve our prototype system based on their feedback. (C) 2017 Elsevier Ltd. All rights reserved.
机译:在工作和生活中经常使用智能手机的个人比例正在稳定增长。个人与其智能手机之间的交互会产生大量使用情况数据,其中包含有关智能手机所有者的使用习惯及其日常生活的丰富信息。本文提出了一种个人视觉分析工具,以开发见解并发现智能手机使用数据中的个人生活知识。该工具提供了四个协作的可视化视图和许多交互功能,以可视化方式探索智能手机及其用户之间各种交互事件的时间特征,事件类型之间的层次关联以及大规模事件序列的详细分布。在案例研究中,通过分析两个具有不同使用风格的智能手机用户的数据,发现了许多有趣的模式。我们还对来自实验室和熟人圈的几名受邀志愿者进行了为期一个月的用户研究,以根据他们的反馈改进我们的原型系统。 (C)2017 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Journal of Visual Languages & Computing》 |2017年第8期|111-120|共10页
  • 作者单位

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China|Univ Finance & Econ, Sch Informat Technol & Management, Changsha 410205, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China;

    Baidu Inc, Beijing 100085, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China|ChongQing Technol & Business Univ, Informat Off, Chongqing 400067, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China;

    Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Personal visualization; Personal visual analytics; Individual behaviors; Smartphone usage data;

    机译:个人可视化;个人视觉分析;个人行为;智能手机使用数据;

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