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With the rapid development of applications in open distributed environments such as eCommerce, privacy of information is becoming a critical issue. Today, many online companies are gathering information and have assembled sophisticated…

Software Engineering · Computer Science 2015-01-21 Abdulsalam Yassine

Display advertising normally charges advertisers for every single ad impression. Specifically, if an ad in a webpage has been loaded in the browser, an ad impression is counted. However, due to the position and size of the ad slot, lots of…

Human-Computer Interaction · Computer Science 2015-05-22 Weinan Zhang , Ye Pan , Tianxiong Zhou , Jun Wang

Analyzing social media trends can create a win-win situation for both creators and consumers. Creators can receive fair compensation, while consumers gain access to engaging, relevant, and personalized content. This paper proposes a new…

Social and Information Networks · Computer Science 2024-06-27 Abhishek Saxena , Anton Kolonin

Advertisements are unavoidable in modern society. Times Square is notorious for its incessant display of advertisements. Its popularity is worldwide and smaller cities possess miniature versions of the display, such as Pittsburgh and its…

Computer Vision and Pattern Recognition · Computer Science 2019-01-30 James Hahn , Adriana Kovashka

This paper studies the static economic optimization problem of a system with a single aggregator and multiple prosumers in a Real-Time Balancing Market (RTBM). The aggregator, as the agent responsible for portfolio balancing, needs to…

Optimization and Control · Mathematics 2023-04-28 Koorosh Shomalzadeh , Jacquelien M. A. Scherpen , M. Kanat Camlibel

Online advertising is the major source of income for a large portion of Internet Services. There exists a body of literature aiming at optimizing ads engagement, understanding the privacy and ethical implications of online advertising, etc.…

Social and Information Networks · Computer Science 2021-02-02 Aritz Arrate , José González Cabañas , Ángel Cuevas , María Calderón , Rubén Cuevas

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

Online behavioral advertising, and the associated tracking paraphernalia, poses a real privacy threat. Unfortunately, existing privacy-enhancing tools are not always effective against online advertising and tracking. We propose Harpo, a…

Machine Learning · Computer Science 2021-11-25 Jiang Zhang , Konstantinos Psounis , Muhammad Haroon , Zubair Shafiq

Existing recommendation algorithms mostly focus on optimizing traditional recommendation measures, such as the accuracy of rating prediction in terms of RMSE or the quality of top-$k$ recommendation lists in terms of precision, recall, MAP,…

Information Retrieval · Computer Science 2019-02-05 Changhua Pei , Xinru Yang , Qing Cui , Xiao Lin , Fei Sun , Peng Jiang , Wenwu Ou , Yongfeng Zhang

We introduce a fairness-aware dataset for job recommendations in advertising, designed to foster research in algorithmic fairness within real-world scenarios. It was collected and prepared to comply with privacy standards and business…

Machine Learning · Computer Science 2024-11-05 Mariia Vladimirova , Federico Pavone , Eustache Diemert

Auction-based recommender systems are prevalent in online advertising platforms, but they are typically optimized to allocate recommendation slots based on immediate expected return metrics, neglecting the downstream effects of…

Information Retrieval · Computer Science 2023-08-01 Ruiyang Xu , Jalaj Bhandari , Dmytro Korenkevych , Fan Liu , Yuchen He , Alex Nikulkov , Zheqing Zhu

Recommender systems (RSs) output ranked lists of items, such as movies or restaurants, that users may find interesting, based on the user's past ratings and ratings from other users. RSs increasingly incorporate differential privacy (DP) to…

Machine Learning · Computer Science 2025-12-01 Shiva Parsarad , Isabel Wagner

Despite their popularity, randomized controlled trials (RCTs) are not always available for the purposes of advertising measurement. Non-experimental data is thus required. However, Facebook and other ad platforms use complex and evolving…

Econometrics · Economics 2022-10-05 Brett R. Gordon , Robert Moakler , Florian Zettelmeyer

We study the classic problem of prediction with expert advice under the constraint of local differential privacy (LDP). In this context, we first show that a classical algorithm naturally satisfies LDP and then design two new algorithms…

Machine Learning · Computer Science 2025-12-09 Ben Jacobsen , Kassem Fawaz

Advertisement (abbreviated ad) options are a recent development in online advertising. Simply, an ad option is a first look contract in which a publisher or search engine grants an advertiser a right but not obligation to enter into…

Computer Science and Game Theory · Computer Science 2015-12-11 Bowei Chen , Jun Wang

Businesses (retailers) often wish to offer personalized advertisements (coupons) to individuals (consumers), but run the risk of strong reactions from consumers who want a customized shopping experience but feel their privacy has been…

Computer Science and Game Theory · Computer Science 2015-09-24 Chong Huang , Lalitha Sankar , Anand D. Sarwate

Online bidding and auction are crucial aspects of the online advertising industry. Conventionally, there is only one slot for ad display and most current studies focus on it. Nowadays, multi-slot display advertising is gradually becoming…

Computer Science and Game Theory · Computer Science 2024-03-06 Zhen Gong , Lvyin Niu , Yang Zhao , Miao Xu , Zhenzhe Zheng , Haoqi Zhang , Zhilin Zhang , Fan Wu , Rongquan Bai , Chuan Yu , Jian Xu , Bo Zheng

Privacy regulations have led to many websites showing cookie banners to their users. Usually, cookie banners present the user with the option to "accept" or "reject" cookies. Recently, a new form of paywall-like cookie banner has taken hold…

Networking and Internet Architecture · Computer Science 2023-10-03 Ali Rasaii , Devashish Gosain , Oliver Gasser

Payment platforms have significantly evolved in recent years to keep pace with the proliferation of online and cashless payments. These platforms are increasingly aligned with online social networks, allowing users to interact with each…

Social and Information Networks · Computer Science 2022-10-21 Laura Arditti , Martino Trevisan , Luca Vassio , Alberto De Lazzari , Alberto Danese

The growth in the use of online advertising to foster brand awareness over recent years is largely attributable to the ubiquity of social media. One pivotal technology contributing to the success of online brand advertising is frequency…

Computer Science and Game Theory · Computer Science 2025-01-10 Yuan Gao , Mu Qiao
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