Guide to Differential Privacy Modifications - Pejó Balázs
Guide to Differential Privacy Modifications - Pejó Balázs
- A Taxonomy of Variants and Extensions
AutorzyPejó Balázs
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.
EAN: 9783030963972
Marka
Symbol
510HJT03527KS
Rok wydania
2022
Strony
100
Oprawa
Miekka
Format
15.6x23.4cm
Język
angielski

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14 dni na łatwy zwrot

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Marka
Symbol
510HJT03527KS
Kod producenta
9783030963972
Rok wydania
2022
Strony
100
Oprawa
Miekka
Format
15.6x23.4cm
Język
angielski
Autorzy
Pejó Balázs

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.
EAN: 9783030963972
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