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Local Differential Privacy (LDP)
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Classroom Contents
CALM - Consistent Adaptive Local Marginal for Marginal Release under Local Differential Privacy
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- 1 Intro
- 2 Data Collection
- 3 Local Differential Privacy (LDP)
- 4 Random Response
- 5 Deployment of LDP
- 6 Application of LDP
- 7 Marginal Table
- 8 Strawman Method 2 (AM)
- 9 Fourier Transformation Method (FT)
- 10 Protocol Overview (CALM)
- 11 How to consist between noisy marginals (step 3)
- 12 How to construct all k-way marginals (step 4)
- 13 How to choose a set of marginals (step 1)
- 14 Experimental Setup
- 15 SSE on Binary Dataset
- 16 SSE on Non-binary Dataset
- 17 Classification Performance
- 18 Conclusion
