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Guide to Differential Privacy Modifications: A Taxonomy of Variants and Extensions. 1st ed. 2022

Guide to Differential Privacy Modifications: A Taxonomy of Variants and Extensions. 1st ed. 2022

・ISBN 978-3-030-96397-2 paper EUR 54.99

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お気に入り
著者・編者Pejo, Balazs / Desfontaines, Damien,
シリーズ (SpringerBriefs in Computer Science)
出版社 (Springer Nature Switzerland AG, SZ)
出版年月2022
ページ数89 pp.
言語ENG
ニュース番号<A02-76194>

解説

Shortly after it was ?rst introduced in 2006, di?erential privacy became the ?agship data privacy de?nition. Since then, numerous variants and extensions were proposed to adapt it to di?erent scenarios and attacker models. In this work, we propose a systematic taxonomy of these variants and extensions. We list all data privacy de?nitions based on di?erential privacy, and partition them into seven categories, depending on which aspect of the original de?nition is modi?ed.
These categories act like dimensions: Variants from the same category cannot be combined, but variants from di?erent categories can be combined to form new de?nitions. We also establish a partial ordering of relative strength between these notions by summarizing existing results. Furthermore, we list which of these de?nitions satisfy some desirable properties, like composition, post-processing, and convexity by either providing a novel proof or collectingexisting ones.