照亮差异隐私的景观:关于在现实世界部署中使用可视化的采访研究
IEEE transactions on visualization and computer graphics
|July 15, 2024
概括
可视化工具可以帮助采用差异隐私 (DP),但当前的策略往往无法满足用户的各种需求. 需要进一步的研究,通过更好的可视化设计来改进DP实施.
科学领域:
- 计算机科学 计算机科学
- 数据 隐私 数据 隐私 数据
- 人与计算机的交互
背景情况:
- 不同隐私 (DP) 越来越多地被采用,可视化工具显示出更广泛接受的承诺.
- 目前的DP可视化工具开发受阻于对现实世界的部署挑战和从业者的需求缺乏理解.
研究的目的:
- 了解DP实施过程及其相关挑战.
- 探索不同专业人士如何在DP中使用或与可视化工具作斗争.
- 确定在DP实施中使用可视化的好处和挑战.
主要方法:
- 定性研究涉及采访18名与DP工作的专业人士.
- 分析DP实施阶段,演员角色和可视化使用情况.
主要成果:
- 方案实施过程被划分为五个阶段.
- 可视化用于DP知识构建,参数描述和输出评估.
- 现有的可视化策略往往忽视了不同用户背景和关注点,阻碍了有效的沟通.
结论:
- 需要改进可视化策略,以满足DP实施中的各种用户需求和技术背景.
- 未来的研究应该专注于对噪声添加,不确定性和DP的教学应用的可视化.
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