Information-theoretic approaches to differential privacy

A Ünsal, M Önen - ACM Computing Surveys, 2023 - dl.acm.org
This tutorial studies relations between differential privacy and various information-theoretic
measures by using several selective articles. In particular, we present how these …

Research on adaptive relationship between trust and privacy in cloud service

H Han - IEEE Access, 2021 - ieeexplore.ieee.org
To prevent privacy leakage, cloud services need to take corresponding methods, so
participants often face the dilemma of service utility and privacy protection. In this paper, we …

Optimal Obfuscation to Protect Client Privacy in Federated Learning

B Guan, S Wei, A Houmansadr… - 2024 58th Annual …, 2024 - ieeexplore.ieee.org
Distributed data processing by clients with reports to a central server is an important
component of contemporary discovery systems, eg, federated learning. Although such client …

GDP vs. LDP: A survey from the perspective of information-theoretic channel

H Liu, C Peng, Y Tian, S Long, F Tian, Z Wu - Entropy, 2022 - mdpi.com
The existing work has conducted in-depth research and analysis on global differential
privacy (GDP) and local differential privacy (LDP) based on information theory. However, the …

A novel study of different privacy frameworks metrics and patterns

S Rajendran, J Prabhu - Advances in Distributed Computing and Machine …, 2021 - Springer
Learnability has impacted data privacy and security exposing two sides of a coin. A breach
in security eventually leads to loss of privacy and vice versa. Evolution of technologies has …

Quadratic privacy-signaling games and the MMSE information bottleneck problem for Gaussian sources

E Kazıklı, S Gezici, S Yüksel - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We investigate a privacy-signaling game problem in which a sender with privacy concerns
observes a pair of correlated random vectors which are modeled as jointly Gaussian. The …

Signaling and Information Games with Subjective Costs or Priors and Privacy Constraints

E Kazıklı - 2021 - search.proquest.com
We investigate signaling game problems where an encoder and a decoder with misaligned
objectives communicate. We consider a variety of setups involving cost criterion mismatch …

[引用][C] Decision Letter (IT-18-0155. R1)

DM Padakandla - 2019