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Guide to Differential Privacy Modifications

- A Taxonomy of Variants and Extensions
Af: Balazs Pejo, Damien Desfontaines Engelsk Paperback

Guide to Differential Privacy Modifications

- A Taxonomy of Variants and Extensions
Af: Balazs Pejo, Damien Desfontaines Engelsk Paperback
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Shortly after it was first introduced in 2006, differential privacy became the flagship data privacy definition. Since then, numerous variants and extensions were proposed to adapt it to different scenarios and attacker models. In this work, we propose a systematic taxonomy of these variants and extensions. We list all data privacy definitions based on differential privacy, and partition them into seven categories, depending on which aspect of the original definition is modified.

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

These categories act like dimensions: Variants from the same category cannot be combined, but variants from different categories can be combined to form new definitions. We also establish a partial ordering of relative strength between these notions by summarizing existing results. Furthermore, we list which of these definitions satisfy some desirable properties, like composition, post-processing, and convexity by either providing a novel proof or collecting existing ones.
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Produktdetaljer
Sprog: Engelsk
Sider: 89
ISBN-13: 9783030963972
Indbinding: Paperback
Udgave:
ISBN-10: 3030963977
Kategori: Kodeteori og kryptologi
Udg. Dato: 10 apr 2022
Længde: 9mm
Bredde: 234mm
Højde: 154mm
Forlag: Springer Nature Switzerland AG
Oplagsdato: 10 apr 2022
Forfatter(e): Balazs Pejo, Damien Desfontaines
Forfatter(e) Balazs Pejo, Damien Desfontaines

Kategori Kodeteori og kryptologi

ISBN-13 9783030963972

Sprog Engelsk

Indbinding Paperback

Sider 89

Udgave

Længde 9mm

Bredde 234mm

Højde 154mm

Udg. Dato 10 apr 2022

Oplagsdato 10 apr 2022

Forlag Springer Nature Switzerland AG

Kategori sammenhænge