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The risk-based approach to privacy: How far should we go?

Talkat CPDP 2016 · 2016-01-20..01-22· [privacy-and-compliance, machine-learning]
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GDPR already uses the word "risk" about 70–80 times and makes privacy impact assessments mandatory for high‑risk processing; anonymization is inherently risk‑based (four geolocations can reidentify someone in 10M records; five–six apps or unique web histories also reidentify). Technical tools discussed include k‑anonymity, differential privacy and machine‑learning reidentification attacks. Recommendations: third‑party, periodically re‑evaluated audits; limit high‑risk purposes; calibrate enforcement not replace legal rights; develop standardized risk metrics and public participation in impact assessment.

AI-written summary · about

  1. 0:00Introduction to the panel
  2. 4:56Risk management in practice
  3. 18:03Technical views on privacy
  4. 32:09Legal and regulatory theory
  5. 50:13Broader perspectives and wrap-up
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