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Chorus: a Framework for Practical Privacy preserving Analytics
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Classroom Contents
Differential Privacy at Scale - Uber and Berkeley Collaboration - USENIX Enigma - 2018
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- 1 Differential Privacy at Scale
- 2 Examples of Privacy Risks
- 3 Outline
- 4 Anonymization: Not a Solution
- 5 Differential Privacy: a Formal Privacy Guarantee
- 6 Real-world Use of Differential Privacy
- 7 Challenges for Practical General-purpose Differential Privacy
- 8 Broad Support for Analytics Queries
- 9 Easy Integration with Existing Data Environments
- 10 Chorus: a Framework for Practical Privacy preserving Analytics
- 11 Chorus Enforces Differential Privacy by Query Rewriting
- 12 Example Mechanism: Elastic Sensitivity
- 13 A Rewriter for Elastic Sensitivity: Concrete Example
- 14 Example Mechanism: Sample & Aggregate
- 15 A Rewriter for Sample & Aggregate
- 16 Experimental Evaluation
- 17 Mechanism Support for Real-world Queries
