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Classroom Contents
Heavy Hitter Estimation over Set-Valued Data with Local Differential Privacy
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- 1 Intro
- 2 Outline
- 3 Local Differential Privacy (LDP)
- 4 Randomized Response (JASA'65)
- 5 RAPPOR CCS'14
- 6 Succinct Histogram (SH) STOC'15
- 7 Set-valued Data & Heavy Hitters
- 8 Problem Statement
- 9 Simple Solution
- 10 Key Observation 1
- 11 LDPMiner Design: Two-Phase Framework
- 12 Key Observation 2
- 13 Experimental Evaluation
- 14 Synthetic Dataset: Normal
- 15 Synthetic Dataset: Laplace
- 16 Real Datasets
- 17 Conclusion
