Topology-Theoretic Approach To Address Attribute Linkage Attacks In Differential Privacy

Jincheng Wang,Zhuohua Li,John C.S. Lui,Mingshen Sun

IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)（2021）

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摘要

Differential Privacy (DP) is well-known for its strong privacy guarantee. In this paper, we show that when there are correlations among attributes in the dataset, only relying on DP is not sufficient to defend against the "attribute linkage attack", which is a well-known privacy attack aiming at deducing participant’s attribute information. Our contributions are ① we show that the attribute linkag...

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关键词

Couplings,Differential privacy,Privacy,Correlation,Conferences,Probabilistic logic,Topology

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