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Private Analysis of Graph Structure

ACM Trans. Database Syst., no. 3 (2014)

Cited: 180|Views46
EI

Abstract

We present efficient algorithms for releasing useful statistics about graph data while providing rigorous privacy guarantees. Our algorithms work on datasets that consist of relationships between individuals, such as social ties or email communication. The algorithms satisfy edge differential privacy, which essentially requires that the p...More

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