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Related papers: Preference-Based Privacy Trading

200 papers

Very recently, we are witnessing the emergence of a number of start-ups that enables individuals to sell their private data directly to brokers and businesses. While this new paradigm may shift the balance of power between individuals and…

Cryptography and Security · Computer Science 2017-01-04 Javier Parra-Arnau

With the proliferation of the digital data economy, digital data is considered as the crude oil in the twenty-first century, and its value is increasing. Keeping pace with this trend, the model of data market trading between data providers…

Computer Science and Game Theory · Computer Science 2022-06-23 Sayan Biswas , Kangsoo Jung , Catuscia Palamidessi

Suppliers (including companies and individual prosumers) may wish to protect their private information when selling items they have in stock. A market is envisaged where private information can be protected through the use of differential…

Cryptography and Security · Computer Science 2015-09-23 Maurizio Naldi , Giuseppe D'Acquisto

This paper studies optimal mechanisms for collecting and trading data. Consumers benefit from revealing information about their tastes to a service provider because this improves the service. However, the information is also valuable to a…

Theoretical Economics · Economics 2026-01-29 Jiadong Gu

As personal data have been the new oil of the digital era, there is a growing trend perceiving personal data as a commodity. Although some people are willing to trade their personal data for money, they might still expect limited privacy…

Cryptography and Security · Computer Science 2019-10-25 Shuyuan Zheng , Yang Cao , Masatoshi Yoshikawa

Personal data is becoming one of the most essential resources in today's information-based society. Accordingly, there is a growing interest in data markets, which operate data trading services between data providers and data consumers. One…

Computer Science and Game Theory · Computer Science 2022-06-23 Kangsoo Jung , Sayan Biswas , Catuscia Palamidessi

A personal data market is a platform including three participants: data owners (individuals), data buyers and market maker. Data owners who provide personal data are compensated according to their privacy loss. Data buyers can submit a…

Computers and Society · Computer Science 2018-01-03 Rachana Nget , Yang Cao , Masatoshi Yoshikawa

Since there is, in principle, no reason why third parties should not pay individuals for the use of their data, we introduce a realistic market that would allow these payments to be made while taking into account the privacy attitude of the…

Computers and Society · Computer Science 2012-05-02 Christina Aperjis , Bernardo A. Huberman

We study methods to enhance statistical privacy in blockchain transactions. We analyze economic mechanisms for privacy-aware transaction owners whose utility depends not only on the outcome of the mechanism but also negatively on the…

Computer Science and Game Theory · Computer Science 2026-05-19 Georgios Chionas , Olga Gorelkina , Piotr Krysta , Rida Laraki

We study a market for private data in which a data analyst publicly releases a statistic over a database of private information. Individuals that own the data incur a cost for their loss of privacy proportional to the differential privacy…

Computer Science and Game Theory · Computer Science 2012-10-01 Pranav Dandekar , Nadia Fawaz , Stratis Ioannidis

Browsing privacy solutions face an uphill battle to deployment. Many operate counter to the economic objectives of popular online services (e.g., by completely blocking ads) and do not provide enough incentive for users who may be subject…

Networking and Internet Architecture · Computer Science 2018-10-05 Arash Molavi Kakhki , Vijay Erramilli , Phillipa Gill , Augustin Chaintreau , Balachander Krishnamurthy

Online offerings such as web search, news portals, and e-commerce applications face the challenge of providing high-quality service to a large, heterogeneous user base. Recent efforts have highlighted the potential to improve performance by…

Artificial Intelligence · Computer Science 2014-01-17 Andreas Krause , Eric Horvitz

Central to privacy concerns is that firms may use consumer data to price discriminate. A common policy response is that consumers should be given control over which firms access their data and how. Since firms learn about a consumer's…

Theoretical Economics · Economics 2020-08-18 S. Nageeb Ali , Greg Lewis , Shoshana Vasserman

This paper argues that data of strategic individuals with heterogeneous privacy valuations in a distributed online social network (e.g., Facebook) will be under-priced, if traded in a monopoly buyer setting, and will lead to diminishing…

Social and Information Networks · Computer Science 2021-11-25 Ranjan Pal , Junhui Li , Yixuan Wang , Mingyan Liu , Swades De , Jon Crowcroft

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

While users claim to be concerned about privacy, often they do little to protect their privacy in their online actions. One prominent explanation for this "privacy paradox" is that when an individual shares her data, it is not just her…

Social and Information Networks · Computer Science 2021-06-01 Guocheng Liao , Yu Su , Juba Ziani , Adam Wierman , Jianwei Huang

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

We prove new positive and negative results concerning the existence of truthful and individually rational mechanisms for purchasing private data from individuals with unbounded and sensitive privacy preferences. We strengthen the…

Computer Science and Game Theory · Computer Science 2014-01-17 Kobbi Nissim , Salil Vadhan , David Xiao

From the early days of the information economy, personal data has been its most valuable asset. Despite data protection laws and an acknowledged right to privacy, trading personal information has become a business equated with "trading…

Computers and Society · Computer Science 2020-05-14 Sarah Spiekermann , Alexander Novotny

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…

Cryptography and Security · Computer Science 2012-03-20 Giuseppe D'Acquisto , Maurizio Naldi , Giuseppe F. Italiano
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