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相关论文: Optimized, Direct Sale of Privacy in Personal-Data…

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The question we raise through this paper is: Is it economically feasible to trade consumer personal information with their formal consent (permission) and in return provide them incentives (monetary or otherwise)?. In view of (a) the…

计算机与社会 · 计算机科学 2020-12-11 Ranjan Pal , Yixuan Wang , Swades De , Bodhibrata Nag , Pan Hui

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…

计算机科学与博弈论 · 计算机科学 2022-06-23 Sayan Biswas , Kangsoo Jung , 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…

计算机与社会 · 计算机科学 2018-01-03 Rachana Nget , Yang Cao , Masatoshi Yoshikawa

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

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…

计算机科学与博弈论 · 计算机科学 2022-06-23 Kangsoo Jung , Sayan Biswas , Catuscia Palamidessi

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…

计算机科学与博弈论 · 计算机科学 2012-04-19 Lisa Fleischer , Yu-Han Lyu

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…

密码学与安全 · 计算机科学 2019-10-25 Shuyuan Zheng , Yang Cao , Masatoshi Yoshikawa

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…

计算机科学与博弈论 · 计算机科学 2012-10-01 Pranav Dandekar , Nadia Fawaz , Stratis Ioannidis

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…

理论经济学 · 经济学 2026-01-29 Jiadong Gu

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…

计算机科学与博弈论 · 计算机科学 2026-05-19 Georgios Chionas , Olga Gorelkina , Piotr Krysta , Rida Laraki

Due to the recent popularity of online social networks, coupled with people's propensity to disclose personal information in an effort to achieve certain gratifications, the problem of navigating the tradeoff between privacy and utility…

信息论 · 计算机科学 2020-03-12 Chandra Sharma , George Amariucai

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…

计算机与社会 · 计算机科学 2020-05-14 Sarah Spiekermann , Alexander Novotny

Data markets serve as crucial platforms facilitating data discovery, exchange, sharing, and integration among data users and providers. However, the paramount concern of privacy has predominantly centered on protecting privacy of data…

密码学与安全 · 计算机科学 2024-07-16 Minxing Zhang , Jian Pei

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…

社会与信息网络 · 计算机科学 2021-06-01 Guocheng Liao , Yu Su , Juba Ziani , Adam Wierman , Jianwei Huang

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…

人工智能 · 计算机科学 2014-01-17 Andreas Krause , Eric Horvitz

Privacy-preserving data release mechanisms aim to simultaneously minimize information-leakage with respect to sensitive data and distortion with respect to useful data. Dependencies between sensitive and useful data results in a…

信息论 · 计算机科学 2017-10-26 Ye Wang , Yuksel Ozan Basciftci , Prakash Ishwar

The design of a statistical signal processing privacy problem is studied where the private data is assumed to be observable. In this work, an agent observes useful data $Y$, which is correlated with private data $X$, and wants to disclose…

信息论 · 计算机科学 2023-09-19 Amirreza Zamani , Tobias J. Oechtering , Mikael Skoglund

We propose a novel problem formulation to address the privacy-utility tradeoff, specifically when dealing with two distinct user groups characterized by unique sets of private and utility attributes. Unlike previous studies that primarily…

机器学习 · 计算机科学 2024-09-12 Bishwas Mandal , George Amariucai , Shuangqing Wei

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…

计算机与社会 · 计算机科学 2012-05-02 Christina Aperjis , Bernardo A. Huberman

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…

密码学与安全 · 计算机科学 2021-11-24 Shuyuan Zheng , Yang Cao , Masatoshi Yoshikawa
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