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Since their inception, internet services have collected a plethora of personal data. Initially, data collected was limited to name, age, birthday, email and other text type data. Advancements in the Internet of Things (IoT), Machine Learning (ML), and Artificial Intelligence (AI), different personal data, including sensitive data is being collected in multiple data formats for various reasons. Leveraging the advancements in IoT, smart devices are capable of data collection, storage and processing with limited knowledge, consent and control from the user. On-device processing and Personal Data Stores (PDS) in the contexts of smart homes could be the solution to the intrusive nature of smart home data collection, processing, storage and deletion.

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What Data Are Your Smart Home Devices Collecting?

  • 会议论文

  • 发表日期：

    2025年

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  • Khutso Lebea,
  • Wai Sze Leung

摘要

Since their inception, internet services have collected a plethora of personal data. Initially, data collected was limited to name, age, birthday, email and other text type data. Advancements in the Internet of Things (IoT), Machine Learning (ML), and Artificial Intelligence (AI), different personal data, including sensitive data is being collected in multiple data formats for various reasons. Leveraging the advancements in IoT, smart devices are capable of data collection, storage and processing with limited knowledge, consent and control from the user. On-device processing and Personal Data Stores (PDS) in the contexts of smart homes could be the solution to the intrusive nature of smart home data collection, processing, storage and deletion.