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As machine learning (ML) is deployed by many competing service providers, the underlying ML predictors also compete against each other, and it is increasingly important to understand the impacts and biases from such competition. In this…

机器学习 · 计算机科学 2022-07-14 Yongchan Kwon , Antonio Ginart , James Zou

In Privacy Preserving Data Publishing, various privacy models have been developed for employing anonymization operations on sensitive individual level datasets, in order to publish the data for public access while preserving the privacy of…

数据库 · 计算机科学 2019-01-09 Marmar Orooji , Gerald M. Knapp

Predicting customer future purchases and lifetime value is a key metrics for managing marketing campaigns and optimizing marketing spend. This task is specifically challenging when the relationships between the customer and the firm are of…

机器学习 · 计算机科学 2021-02-12 Ziv Pollak

Personalized recommendations form an important part of today's internet ecosystem, helping artists and creators to reach interested users, and helping users to discover new and engaging content. However, many users today are skeptical of…

密码学与安全 · 计算机科学 2024-01-09 Allegra Laro , Yanqing Chen , Hao He , Babak Aghazadeh

Online crowdfunding has received a great deal of attention from entrepreneurs and policymakers as a promising avenue to fostering entrepreneurship and innovation. A notable aspect of this shift from an offline to an online setting is that…

社会与信息网络 · 计算机科学 2014-08-20 Gordon Burtch , Anindya Ghose , Sunil Wattal

Regulators and browsers increasingly restrict user tracking to protect users' privacy online. In two large-scale empirical studies, we study the economic implications for publishers relying on selling advertising space to finance their…

综合经济学 · 经济学 2024-04-19 Rene Laub , Klaus M. Miller , Bernd Skiera

We study the algorithmic problem faced by an information holder (seller) who wants to optimally sell such information to a budged-constrained decision maker (buyer) that has to undertake some action. Differently from previous, we consider…

计算机科学与博弈论 · 计算机科学 2023-02-01 Matteo Castiglioni , Francesco Bacchiocchi , Alberto Marchesi , Giulia Romano , Nicola Gatti

In online advertising, our aim is to match the advertisers with the most relevant users to optimize the campaign performance. In the pursuit of achieving this goal, multiple data sources provided by the advertisers or third-party data…

人工智能 · 计算机科学 2017-12-01 Sahin Cem Geyik , Jianqiang Shen , Shahriar Shariat , Ali Dasdan , Santanu Kolay

Customer reviews represent a very rich data source from which we can extract very valuable information about different online shopping experiences. The amount of the collected data may be very large especially for trendy items (products,…

计算与语言 · 计算机科学 2021-04-06 Abdessamad Benlahbib

People increasingly turn to the Internet when they have a medical condition. The data they create during this process is a valuable source for medical research and for future health services. However, utilizing these data could come at a…

计算机科学与博弈论 · 计算机科学 2020-03-24 Gilie Gefen , Omer Ben-Porat , Moshe Tennenholtz , Elad Yom-Tov

Online tracking is a widespread practice on the web with questionable ethics, security, and privacy concerns. While web tracking can offer personalized and curated content to Internet users, it operates as a sophisticated surveillance…

密码学与安全 · 计算机科学 2025-01-07 Seyed Ali Akhavani , Engin Kirda , Amin Kharraz

The inevitable leakage of privacy as a result of unrestrained disclosure of personal information has motivated extensive research on robust privacy-preserving mechanisms. However, existing research is mostly limited to solving the problem…

密码学与安全 · 计算机科学 2022-08-23 Chandra Sharma , George Amariucai , Shuangqing Wei

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

This paper studies ranking policies in a stylized trial-offer marketplace model, in which a single firm offers products and has consumers with heterogeneous preferences. Consumer trials are influenced by past purchases and the ranking of…

社会与信息网络 · 计算机科学 2021-02-11 Franco Berbeglia , Gerardo Berbeglia , Pascal Van Hentenryck

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…

机器学习 · 计算机科学 2024-12-04 Saurab Chhachhi , Fei Teng

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

We present a model of digital advertising with three key features: (i) advertisers can reach consumers on and off a platform, (ii) additional data enhances the value of advertiser-consumer matches, and (iii) bidding follows auction-like…

理论经济学 · 经济学 2024-04-25 Dirk Bergemann , Alessandro Bonatti , Nicholas Wu

Access to smart meter data offers system-wide benefits but raises significant privacy concerns due to the personal information it contains. Privacy-preserving techniques could facilitate wider access, though they introduce privacy-utility…

计算机与社会 · 计算机科学 2025-09-03 Saurab Chhachhi , Fei Teng

We initiate the study of markets for private data, though the lens of differential privacy. Although the purchase and sale of private data has already begun on a large scale, a theory of privacy as a commodity is missing. In this paper, we…

计算机科学与博弈论 · 计算机科学 2011-11-30 Arpita Ghosh , Aaron Roth

In this paper, we study methods for improving the utility and privacy of reputation scores for online auctions, such as used in eBay, so as to reduce the effectiveness of feedback extortion. The main ideas behind our techniques are to use…

密码学与安全 · 计算机科学 2015-03-19 Michael T. Goodrich , Florian Kerschbaum