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Random Projections, Graph Sparsification, and Differential Privacy
Differential Privacy Graph sparsification
2014/3/10
This paper initiates the study of preserving {\em differential privacy} ({\sf DP}) when the data-set is sparse. We study the problem of constructing efficient sanitizer that preserves {\sf DP} and gua...