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Machine Learning on Big Data gets more and more attention in various fields. Even so privacy-preserving techniques become more important, even necessary due to legal regulations such as the General Data Protection Regulation (GDPR). On the…

密码学与安全 · 计算机科学 2022-01-28 Jasmin Zalonis , Frederik Armknecht , Björn Grohmann , Manuel Koch

The growing reliance on data-driven applications in sectors such as healthcare, finance, and law enforcement underscores the need for secure, privacy-preserving, and scalable mechanisms for data generation and sharing. Synthetic data…

密码学与安全 · 计算机科学 2025-08-21 Eduardo Brito , Mahmoud Shoush , Kristian Tamm , Paula Etti , Liina Kamm

In our data-centric world, most services rely on collecting and using personal data. The EU's General Data Protection Regulation (GDPR) aims to enhance individuals' control over their data, but its practical impact is not well understood.…

人机交互 · 计算机科学 2022-03-11 Alex Bowyer , Jack Holt , Josephine Go Jefferies , Rob Wilson , David Kirk , Jan David Smeddinck

Directly motivated by security-related applications from the Homeland Security Enterprise, we focus on the privacy-preserving analysis of graph data, which provides the crucial capacity to represent rich attributes and relationships. In…

密码学与安全 · 计算机科学 2022-07-04 Dongqi Fu , Jingrui He , Hanghang Tong , Ross Maciejewski

The newly emerged machine learning (e.g. deep learning) methods have become a strong driving force to revolutionize a wide range of industries, such as smart healthcare, financial technology, and surveillance systems. Meanwhile, privacy has…

机器学习 · 计算机科学 2020-11-25 Bo Liu , Ming Ding , Sina Shaham , Wenny Rahayu , Farhad Farokhi , Zihuai Lin

It is important for organisations to ensure that their privacy policies are General Data Protection Regulation (GDPR) compliant, and this has to be done by the May 2018 deadline. However, it is also important for these policies to be…

人机交互 · 计算机科学 2018-12-03 Karen Renaud , Lynsay A. Shepherd

Internet of Things (IoT) applications have the potential to derive sensitive information about individuals. Therefore, developers must exercise due diligence to make sure that data are managed according to the privacy regulations and data…

密码学与安全 · 计算机科学 2022-10-10 Atheer Aljeraisy , Masoud Barati , Omer Rana , Charith Perera

Many individuals are concerned about the governance of machine learning systems and the prevention of algorithmic harms. The EU's recent General Data Protection Regulation (GDPR) has been seen as a core tool for achieving better governance…

机器学习 · 计算机科学 2018-10-17 Michael Veale , Reuben Binns , Lilian Edwards

Ever-increasingly complex business processes are enabled by loosely coupled cloud-native systems. In such fast-paced development environments, data controllers face the challenge of capturing and updating all personal data processing…

软件工程 · 计算机科学 2024-06-17 Jannis Kiesel , Elias Grünewald

The widespread acceptance of differential privacy has led to the publication of many sophisticated algorithms for protecting privacy. However, due to the subtle nature of this privacy definition, many such algorithms have bugs that make…

密码学与安全 · 计算机科学 2019-09-09 Zeyu Ding , Yuxin Wang , Guanhong Wang , Danfeng Zhang , Daniel Kifer

In an era of model and data proliferation in machine learning/AI especially marked by the rapid advancement of open-sourced technologies, there arises a critical need for standardized consistent documentation. Our work addresses the…

计算与语言 · 计算机科学 2024-06-21 Jiarui Liu , Wenkai Li , Zhijing Jin , Mona Diab

Data Management portfolio within an organization has seen an upsurge in initiatives for compliance, security, repurposing and storage within and outside the organization. When such initiatives are being put to practice care must be taken…

数据库 · 计算机科学 2010-12-14 Vishal Gupta , Ashutosh Saxena

Recent regulations, such as the European General Data Protection Regulation (GDPR), put stringent constraints on the handling of personal data. Privacy, like security, is a non-functional property, yet most software design tools are focused…

软件工程 · 计算机科学 2020-11-25 Hanaa Alshareef , Sandro Stucki , Gerardo Schneider

Privacy preservation and the protection of speech data is in high demand, not least as a result of recent regulation, e.g. the General Data Protection Regulation (GDPR) in the EU. While there has been a period with which to prepare for its…

音频与语音处理 · 电气工程与系统科学 2021-08-24 Andreas Nautsch , Catherine Jasserand , Els Kindt , Massimiliano Todisco , Isabel Trancoso , Nicholas Evans

Combining big data and machine learning algorithms, the power of automatic decision tools induces as much hope as fear. Many recently enacted European legislation (GDPR) and French laws attempt to regulate the use of these tools. Leaving…

其他统计学 · 统计学 2018-10-04 Philippe Besse , Celine Castets-Renard , Aurelien Garivier , Jean-Michel Loubes

Digitalization efforts often face a key challenge: business processes must not only be efficient in achieving their goals but also adhere to legal regulations. Business process compliance refers to aligning processes with these regulations.…

软件工程 · 计算机科学 2024-10-16 Hugo A. López , Thomas T. Hildebrandt

Privacy policies help inform people about organisations' personal data processing practices, covering different aspects such as data collection, data storage, and sharing of personal data with third parties. Privacy policies are often…

人工智能 · 计算机科学 2026-01-16 Haiyue Yuan , Nikolay Matyunin , Ali Raza , Shujun Li

Online Automated Privacy Policy Generators (APPGs) are tools used by app developers to quickly create app privacy policies which are required by privacy regulations to be incorporated to each mobile app. The creation of these tools brings…

密码学与安全 · 计算机科学 2020-02-14 Ruoxi Sun , Minhui Xue

Transparency and data portability are two core principles of modern privacy legislations such as the GDPR. From the regulatory perspective, providing individuals (data subjects) with access to their data is a main building block for…

计算机与社会 · 计算机科学 2023-05-08 Nicola Leschke , Florian Kirsten , Frank Pallas , Elias Grünewald

The complexities of legalese in terms and policy documents can bind individuals to contracts they do not fully comprehend, potentially leading to uninformed data sharing. Our work seeks to alleviate this issue by developing language models…

计算与语言 · 计算机科学 2024-04-23 Shikha Soneji , Mitchell Hoesing , Sujay Koujalgi , Jonathan Dodge