Guide To Differential Privacy Modifications - ENG
A Taxonomy Of Variants And Extensions
| ISBN: | 9783030963989 |
|---|---|
| Formato: | ePub |
| Idioma: | Inglés |
| Editorial: | Springer Nature |
| Tema: | Computadoras |
| Subtema: | Seguridad seguridad y privacidad online |
| Año de publicación: | 2022-04-09 |
Shortly after it was �rst introduced in 2006, differential privacy became the flagship data privacy de�nition. 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 de�nitions based on differential 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 different 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.










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