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Cardinality Estimators do not Preserve Privacy.

PoPETs, (2019)

Cited by: 0|Views112
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Abstract

Cardinality estimators like HyperLogLog are sketching algorithms that estimate the number of distinct elements in a large multiset. Their use in privacy-sensitive contexts raises the question of whether they leak private information. In particular, can they provide any privacy guarantees while preserving their strong aggregation propertie...More

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