… We introduce the use of differential privacy as a solution concept … differential privacy and
generalizes the additive noise mechanisms of [9, 15]. Along with the proof of differential privacy, …

… We not only focused on the privacy guarantee promised by differential privacy, … differential
privacy brings about. In addition, we provided a comprehensive review of differential privacy in …

… achieves the best mutualinformation privacy. Based on these … information optimal mechanism
satisfies ϵdifferential privacy … of privacy, namely identifiability and differential privacy, and …

… Differential privacy stipulates that the influence of any contributor to the computation is …
connection between differential privacy and mechanism design, where differential privacy is used …

… in terms of an informationtheoretic channel, and we compare the notion of differential privacy
with that of min-entropy leakage. We show that differential privacy implies a bound on the …

… enforcing differential privacy, a state-ofthe-art definition of privacy … against adversaries with
arbitrary side information. We discuss in … multiple agents under differential privacy constraints. …

… of information leaks against which differential privacy protects and are more willing to share
their private information … Additionally, we find that the ways in which differential privacy is …

… the topic of differential privacy or only focus on the theoretical analysis of differential privacy.
… , methods, algorithms, and analysis on differential privacy, this book presents these difficult …

… Personalised Differential Privacy This paper addresses … of differential privacy called
personalised differential privacy (PDP) which permits each individual to have a personalised privacy …

… CPSs data privacy. In this paper, we present a comprehensive survey of differential privacy
… In particular, we survey the application and implementation of differential privacy in four …