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Related papers: Protecting Data Buyer Privacy in Data Markets

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For data pricing, data quality is a factor that must be considered. To keep the fairness of data market from the aspect of data quality, we proposed a fair data market that considers data quality while pricing. To ensure fairness, we first…

Databases · Computer Science 2018-08-07 Dan Zhang , Hongzhi Wang , Xiaoou Ding , Yice Zhang , Jianzhong Li , Hong Gao

Data is an increasingly vital component of decision making processes across industries. However, data access raises privacy concerns motivating the need for privacy-preserving techniques such as differential privacy. Data markets provide a…

Machine Learning · Computer Science 2024-12-04 Saurab Chhachhi , Fei Teng

Data has been increasingly recognized as a critical factor in the future economy. However, constructing an efficient data trading market faces challenges such as privacy breaches, data monopolies, and misuse. Despite numerous studies…

Computers and Society · Computer Science 2024-07-17 Yi Yu , Jingru Yu , Xuhong Wang , Juanjuan Li , Yilun Lin , Conghui He , Yanqing Yang , Yu Qiao , Li Li , Fei-Yue Wang

Data markets have the potential to foster new data-driven applications and help growing data-driven businesses. When building and deploying such markets in practice, regulations such as the European Union's General Data Protection…

Cryptography and Security · Computer Science 2021-03-08 Karl Koch , Stephan Krenn , Donato Pellegrino , Sebastian Ramacher

In the digital age, data is a valuable commodity, and data marketplaces offer lucrative opportunities for data owners to monetize their private data. However, data privacy is a significant concern, and differential privacy has become a…

Multiagent Systems · Computer Science 2023-08-01 Weidong Li , Mengxiao Zhang , Libo Zhang , Jiamou Liu

Targeted advertising has transformed the marketing landscape for a wide variety of businesses, by creating new opportunities for advertisers to reach prospective customers by delivering personalised ads, using an infrastructure of a number…

Cryptography and Security · Computer Science 2021-06-22 Imdad Ullah , Roksana Boreli , Salil S. Kanhere

As our lives migrate to the digital realm, our online identity has evolved to become an increasingly robust collection of data about every aspect of our online and offline lives. This data is extremely appealing to companies who wish to use…

Computers and Society · Computer Science 2021-05-14 Monika Balamurugan

While the entire field of privacy preserving data analytics is focused on the privacy-utility tradeoff, recent work has shown that privacy preserving data publishing can introduce different levels of utility across different population…

Computers and Society · Computer Science 2021-11-09 David Pujol , Ashwin Machanavajjhala

Data only generates value for a few organizations with expertise and resources to make data shareable, discoverable, and easy to integrate. Sharing data that is easy to discover and integrate is hard because data owners lack information…

Databases · Computer Science 2020-07-03 Raul Castro Fernandez , Pranav Subramaniam , Michael J. Franklin

Over the last few years, we have seen a plethora of Internet of Things (IoT) solutions, products and services, making their way into the industry's market-place. All such solution will capture a large amount of data pertaining to the…

Computers and Society · Computer Science 2016-11-17 Charith Perera , Rajiv Ranjan , Lizhe Wang , Samee U. Khan , Albert Y. Zomaya

IoT data markets in public and private institutions have become increasingly relevant in recent years because of their potential to improve data availability and unlock new business models. However, exchanging data in markets bears…

Cryptography and Security · Computer Science 2022-07-14 Gonzalo Munilla Garrido , Johannes Sedlmeir , Ömer Uludağ , Ilias Soto Alaoui , Andre Luckow , Florian Matthes

As smart meters continue to be deployed around the world collecting unprecedented levels of fine-grained data about consumers, we need to find mechanisms that are fair to both, (1) the electric utility who needs the data to improve their…

Optimization and Control · Mathematics 2014-11-18 Lillian J. Ratliff , Carlos Barreto , Roy Dong , Henrik Ohlsson , Alvaro Cardenas , S. Shankar Sastry

Privacy directly concerns the user as the data owner (data- subject) and hence privacy in systems should be implemented in a manner which concerns the user (user-centered). There are many concepts and guidelines that support development of…

Human-Computer Interaction · Computer Science 2017-04-19 Awanthika Senarath , Nalin A. G. Arachchilage , Jill Slay

In this paper, we explore the challenges of ensuring security and privacy for users from diverse demographic backgrounds. We propose a threat modeling approach to identify potential risks and countermeasures for product inclusion in…

Cryptography and Security · Computer Science 2024-04-25 Dave Kleidermacher , Emmanuel Arriaga , Eric Wang , Sebastian Porst , Roger Piqueras Jover

As a significant business paradigm, many online information platforms have emerged to satisfy society's needs for person-specific data, where a service provider collects raw data from data contributors, and then offers value-added data…

Databases · Computer Science 2018-12-11 Chaoyue Niu , Zhenzhe Zheng , Fan Wu , Xiaofeng Gao , Guihai Chen

Digital agriculture leverages technology to enhance crop yield, disease resilience, and soil health, playing a critical role in agricultural research. However, it raises privacy concerns such as adverse pricing, price discrimination, higher…

Machine Learning · Computer Science 2024-09-12 Osama Zafar , Rosemarie Santa Gonzalez , Gabriel Wilkins , Alfonso Morales , Erman Ayday

Personal data has value to both its owner and to institutions who would like to analyze it. Privacy mechanisms protect the owner's data while releasing to analysts noisy versions of aggregate query results. But such strict protections of…

Cryptography and Security · Computer Science 2013-04-08 Chao Li , Daniel Yang Li , Gerome Miklau , Dan Suciu

This paper discusses about the challenges, advantages and shortcomings of existing solutions in data security and privacy in public cloud computing. As in cloud computing, oceans of data will be stored. Data stored in public cloud would…

Cryptography and Security · Computer Science 2018-12-17 Yue Shi

We consider a scenario in which a database stores sensitive data of users and an analyst wants to estimate statistics of the data. The users may suffer a cost when their data are used in which case they should be compensated. The analyst…

Computer Science and Game Theory · Computer Science 2012-04-19 Lisa Fleischer , Yu-Han Lyu

There is a growing trend regarding perceiving personal data as a commodity. Existing studies have built frameworks and theories about how to determine an arbitrage-free price of a given query according to the privacy loss quantified by…

Cryptography and Security · Computer Science 2021-11-24 Shuyuan Zheng , Yang Cao , Masatoshi Yoshikawa