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Hybrid Legal-Technical Concepts of Privacy

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Argues that common legal concepts like HIPAA safe harbor fail empirically, builds a practical catalog of controls and a tiered access architecture that uses differential privacy for open queries, sanitized downloads under agreements, and secure enclaves with audit logs for high‑risk data. Extracts a formal, game‑based model of FERPA (adversary given directory info) and proves mathematically that a DP mechanism meets that conservative legal requirement. Proposes formalizing hybrid concepts such as singling out so regulations state measurable privacy goals instead of ad hoc deidentification.

AI-written summary · about

  1. 0:00Intro
  2. 1:06Inadequacy of Current Regulatory Framework
  3. 3:27Weaknesses of Common Concepts
  4. 5:09The Inherent Hybrid Nature of Data Privacy
  5. 6:55Gaps between Technical & Normative Concepts
  6. 23:12Framework for Privacy-Aware Data Releases
  7. 28:55Approach to Formal Modeling
  8. 29:14Illustration: Modeling FERPA
  9. 30:00Modeling FERPA: The Adversary
  10. 30:39Modeling FERPA: Directory Information
  11. 31:27Components of a FERPA Privacy Game
  12. 32:45Common Privacy Concepts in the Law
  13. 33:02Interpreting the Differential Privacy Guarantee
  14. 33:35Personally Identifiable Information
  15. 34:28PII: Interpretation of DP Guarantee
  16. 36:10Introducing Hybrid Concepts
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