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Guide to Differential Privacy Modifications
- A Taxonomy of Variants and Extensions
Engelsk
Bogcover for Guide to Differential Privacy Modifications af Balazs Pejo, Damien Desfontaines, 9783030963972
Specifikationer
Sprog:
Engelsk
Sider:
89
ISBN-13:
9783030963972
Indbinding:
Paperback
ISBN-10:
3030963977
Udg. Dato:
10 apr 2022
Størrelse i cm:
15,4 x 23,4 x 0,9
Oplagsdato:
10 apr 2022

Guide to Differential Privacy Modifications

- A Taxonomy of Variants and Extensions
Engelsk
Paperback 2022
Format:

Bog beskrivelse
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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Specifikationer
Sprog:
Engelsk
Sider:
89
ISBN-13:
9783030963972
Indbinding:
Paperback
ISBN-10:
3030963977
Udg. Dato:
10 apr 2022
Størrelse i cm:
15,4 x 23,4 x 0,9
Oplagsdato:
10 apr 2022
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