Guide to Differential Privacy Modifications: A Taxonomy of Variants and Extensions - Brossura

Pejó, Balázs; Desfontaines, Damien

Brossura

ISBN 10: 3030963977 ISBN 13: 9783030963972

Casa editrice: Springer, 2022

Riassunto

<div>Shortly after it was ?rst introduced in 2006, di?erential privacy became the ?agship data&nbsp;privacy de?nition. Since then, numerous variants and extensions were proposed to adapt it to&nbsp;di?erent scenarios and attacker models. In this work, we propose a systematic taxonomy of&nbsp;these variants and extensions. We list all data privacy de?nitions based on di?erential privacy,&nbsp;and partition them into seven categories, depending on which aspect of the original de?nition&nbsp;is modi?ed.<div><br></div><div>These categories act like dimensions: Variants from the same category cannot be combined, but&nbsp;variants from di?erent categories can be combined to form new de?nitions. We also establish&nbsp;a partial ordering of relative strength between these notions by summarizing existing results.&nbsp;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 collecting existing&nbsp;ones.</div></div>

Dettagli dell'edizione

• Editore: Springer
• Data di pubblicazione: 2022
• Lingua: Inglese
• ISBN 10: 3030963977
• ISBN 13: 9783030963972
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 100
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