CALM - Consistent Adaptive Local Marginal for Marginal Release under Local Differential Privacy
Association for Computing Machinery (ACM) via YouTube
Overview
Syllabus
Intro
Data Collection
Local Differential Privacy (LDP)
Random Response
Deployment of LDP
Application of LDP
Marginal Table
Strawman Method 2 (AM)
Fourier Transformation Method (FT)
Protocol Overview (CALM)
How to consist between noisy marginals (step 3)
How to construct all k-way marginals (step 4)
How to choose a set of marginals (step 1)
Experimental Setup
SSE on Binary Dataset
SSE on Non-binary Dataset
Classification Performance
Conclusion
Taught by
Association for Computing Machinery (ACM)