Téléchargez le livre : Guide to Differential Privacy Modifications

Guide to Differential Privacy Modifications

A Taxonomy of Variants and Extensions de

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Éditeur :

Springer


Collection :

SpringerBriefs in Computer Science

Paru le : 2022-04-09

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Description

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.
Pages
89 pages
Collection
SpringerBriefs in Computer Science
Parution
2022-04-09
Marque
Springer
EAN papier
9783030963972
EAN PDF
9783030963989
Informations sur l'ebook
Nombre pages copiables
0
Nombre pages imprimables
8
Taille du fichier
2550 Ko
Prix
58,01 €
EAN EPUB
9783030963989
Informations sur l'ebook
Nombre pages copiables
0
Nombre pages imprimables
8
Taille du fichier
2949 Ko
Prix
58,01 €

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