Guide to Differential Privacy Modifications is popular PDF and ePub book, written by Balázs Pejó in 2022-04-09, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Guide to Differential Privacy Modifications can be Read Online from any device for your convenience.
Guide to Differential Privacy Modifications Book PDF Summary
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.
Detail Book of Guide to Differential Privacy Modifications PDF
- Author : Balázs Pejó
- Release : 09 April 2022
- Publisher : Springer Nature
- ISBN : 9783030963989
- Genre : Computers
- Total Page : 91 pages
- Language : English
- PDF File Size : 8,6 Mb
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