物联网隐私风险被揭露物联网隐私风险被揭露
Kai-Chih Chang1, Haoran Niu1, Brian Kim1
1Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX 78712, USA.
Entropy (Basel, Switzerland)
|July 26, 2024
概括
个人隐私助理应用程序 (UTCID PPA) 通过评估数据共享政策和潜在后果,帮助用户了解物联网隐私风险. 它提供了可行的建议,以加强用户对个人数据和设备连接的控制.
科学领域:
- 计算机科学 计算机科学
- 信息安全 信息安全
- 人与计算机的交互
背景情况:
- 物联网 (IoT) 设备经常与用户设备连接,通常没有明确的同意或用户对数据收集,使用或共享的充分意识.
- 隐私政策旨在向用户提供有关个人身份信息 (PII) 收集和处理的信息,但通常未被阅读或复杂.
- 评估物联网设备相关隐私风险的现有方法缺乏对数据共享不确定性和后果概率的全面分析.
研究的目的:
- 为个人隐私助理应用程序 (UTCID PPA) 引入新的工具和算法,以告知用户物联网设备隐私风险.
- 为用户提供可操作的建议,以加强他们对物联网连接和个人数据的控制.
- 根据后果和不确定性开发一个评估和量化隐私风险的框架.
主要方法:
- UTCID PPA通过评估潜在隐私事件后果的来评估隐私风险.
- 这个度是通过使用机器学习驱动的UTCID PrivacyCheckTM分析物联网数据共享政策并评估暴露的个人数据类型来计算的.
- 在UTCID身份生态系统量化后果利用实证身份盗窃和欺诈数据各种PII类型.
主要成果:
- 该UTCID PPA有效地告知用户关于物联网设备寻求连接所带来的潜在隐私风险.
- 该系统通过考虑预期后果和数据暴露的不确定性 () 来量化隐私风险.
- 生成可操作的建议,使用户能够管理物联网交互并保护他们的个人数据.
结论:
- 开发的工具和算法为物联网设备的背景下以用户为中心的隐私控制提供了一种新的方法.
- 通过通过后果和来量化隐私风险,用户可以对设备连接做出更明智的决定.
- 该UTCID PPA增强了用户的意识和控制,减轻了互连设备的潜在隐私威胁.
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