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Since the introduction of the European General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA), software developers increasingly have to make privacy-related decisions during system design and…

软件工程 · 计算机科学 2025-12-09 Stefan Albert Horstmann , Sandy Hong , Maziar Niazian , Cristiana Santos , Alena Naiakshina

Online users generate tremendous amounts of data. To better serve users, it is required to share the user-related data among researchers, advertisers and application developers. Publishing such data would raise more concerns on user…

密码学与安全 · 计算机科学 2018-06-27 Ghazaleh Beigi

Every time the customer (individual or company) has to release personal information to its service provider (e.g., an online store or a cloud computing provider), it faces a trade-off between the benefits gained (enhanced or cheaper…

密码学与安全 · 计算机科学 2012-03-20 Giuseppe D'Acquisto , Maurizio Naldi , Giuseppe F. Italiano

This article's objective is the identification of research opportunities in the current big data privacy domain, evaluating literature effects on secure informational assets. Until now, no study has analyzed such relation. Its results can…

计算机与社会 · 计算机科学 2018-08-28 Celina Rebello , Elaine Tavares

Privacy leakage in AI-based decision processes poses significant risks, particularly when sensitive information can be inferred. We propose a formal framework to audit privacy leakage using abductive explanations, which identifies minimal…

人工智能 · 计算机科学 2025-11-14 Belona Sonna , Alban Grastien , Claire Benn

Data transparency has emerged as a rallying cry for addressing concerns about AI: data quality, privacy, and copyright chief among them. Yet while these calls are crucial for accountability, current transparency policies often fall short of…

In this paper, we critically examine the effectiveness of the requirement to conduct a Data Protection Impact Assessment (DPIA) in Article 35 of the General Data Protection Regulation (GDPR) in light of fairness metrics. Through this…

计算机与社会 · 计算机科学 2021-09-15 Atoosa Kasirzadeh , Damian Clifford

Advances in data analytics bring with them civil rights implications. Data-driven and algorithmic decision making increasingly determine how businesses target advertisements to consumers, how police departments monitor individuals or…

计算机与社会 · 计算机科学 2017-06-13 Solon Barocas , Elizabeth Bradley , Vasant Honavar , Foster Provost

Data privacy is critical in instilling trust and empowering the societal pacts of modern technology-driven democracies. Unfortunately, it is under continuous attack by overreaching or outright oppressive governments, including some of the…

密码学与安全 · 计算机科学 2021-11-29 Chen Chen , Xiao Liang , Bogdan Carbunar , Radu Sion

An information theoretic privacy mechanism design problem for two scenarios is studied where the private data is either hidden or observable. In each scenario, privacy leakage constraints are considered using two different measures. In…

信息论 · 计算机科学 2022-05-11 Amirreza Zamani , Tobias J. Oechtering , Mikael Skoglund

This thesis addresses the problem of providing trusted individuals with confidential information about other individuals, in particular, granting access to databases of personal records using the World-Wide Web. It proposes an access rights…

密码学与安全 · 计算机科学 2007-05-23 Walter Eaves

An information-theoretic confidential communication is achievable if the eavesdropper has a degraded channel compared to the legitimate receiver. In wireless channels, beamforming and artificial noise can enable such confidentiality.…

信息论 · 计算机科学 2023-12-25 Stefan Roth , Aydin Sezgin

The Right to Explanation and the Right to be Forgotten are two important principles outlined to regulate algorithmic decision making and data usage in real-world applications. While the right to explanation allows individuals to request an…

人工智能 · 计算机科学 2023-02-13 Satyapriya Krishna , Jiaqi Ma , Himabindu Lakkaraju

Differential privacy is a notion of privacy that has become very popular in the database community. Roughly, the idea is that a randomized query mechanism provides sufficient privacy protection if the ratio between the probabilities that…

Software systems are ubiquitous, and their use is ingrained in our everyday lives. They enable us to get in touch with people quickly and easily, support us in gathering information, and help us perform our daily tasks. In return, we…

软件工程 · 计算机科学 2022-10-27 Wasja Brunotte , Alexander Specht , Larissa Chazette , Kurt Schneider

A privacy-constrained information extraction problem is considered where for a pair of correlated discrete random variables $(X,Y)$ governed by a given joint distribution, an agent observes $Y$ and wants to convey to a potentially public…

信息论 · 计算机科学 2016-01-19 Shahab Asoodeh , Mario Diaz , Fady Alajaji , Tamás Linder

Defining privacy and related notions such as Personal Identifiable Information (PII) is a central notion in computer science and other fields. The theoretical, technological, and application aspects of PII require a framework that provides…

计算机与社会 · 计算机科学 2018-03-28 Sabah S. Al-Fedaghi

In the paper by Wei et al. ("Federated Learning with Differential Privacy: Algorithms and Performance Analysis"), the convergence performance of the proposed differential privacy algorithm in federated learning (FL), known as Noising before…

分布式、并行与集群计算 · 计算机科学 2024-06-11 Mahtab Talaei , Iman Izadi

Differential Privacy (DP) is an important privacy-enhancing technology for private machine learning systems. It allows to measure and bound the risk associated with an individual participation in a computation. However, it was recently…

机器学习 · 计算机科学 2022-09-09 Cuong Tran , My H. Dinh , Ferdinando Fioretto

Personal data related to a user's activities, preferences and services, is considered to be a valuable commodity not only for a wide range of technology-oriented companies like Google, Amazon and Apple but also for more traditional…

密码学与安全 · 计算机科学 2018-05-15 James Tapsell , Raja Naeem Akram , Konstantinos Markantonakis