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Inappropriate and profane content on social media is exponentially increasing and big corporations are becoming more aware of the type of content on which they are advertising and how it may affect their brand reputation. But with a huge…

Machine Learning · Computer Science 2019-11-20 Vishal Anand , Ravi Shukla , Ashwani Gupta , Abhishek Kumar

Adolescents spend an increasing amount of their time in digital environments where their still-developing cognitive capacities leave them unable to recognize or resist commercial persuasion. Article 28(2) of the DSA responds to this…

Computers and Society · Computer Science 2026-05-12 Sara Solarova , Matej Mosnar , Matus Tibensky , Jan Jakubcik , Adrian Bindas , Simon Liska , Filip Hossner , Matúš Mesarčík , Ivan Srba

While algorithm audits are growing rapidly in commonality and public importance, relatively little scholarly work has gone toward synthesizing prior work and strategizing future research in the area. This systematic literature review aims…

Computers and Society · Computer Science 2021-02-09 Jack Bandy

Today, targeted online advertising relies on unique identifiers assigned to users through third-party cookies--a practice at odds with user privacy. While the web and advertising communities have proposed solutions that we refer to as…

Cryptography and Security · Computer Science 2023-09-12 Yohan Beugin , Patrick McDaniel

Researchers and journalists have repeatedly shown that algorithms commonly used in domains such as credit, employment, healthcare, or criminal justice can have discriminatory effects. Some organizations have tried to mitigate these effects…

Computers and Society · Computer Science 2022-06-01 Piotr Sapiezynski , Avijit Ghosh , Levi Kaplan , Aaron Rieke , Alan Mislove

The reports of Russian interference in the 2016 United States elections brought into the center of public attention concerns related to the ability of foreign actors to increase social discord and take advantage of personal user data for…

Social and Information Networks · Computer Science 2020-04-22 Or Levi , Sardar Hamidian , Pedram Hosseini

Targeted advertising can harm vulnerable groups when it targets individuals' personal and psychological vulnerabilities. We focus on how targeted weight-loss advertisements harm people with histories of disordered eating. We identify three…

Human-Computer Interaction · Computer Science 2023-06-14 Liza Gak , Seyi Olojo , Niloufar Salehi

Digital commerce thrives on advertising, with many of the largest technology companies relying on it as a significant source of revenue. However, in the context of information-seeking behavior, such as search, advertising may degrade the…

Human-Computer Interaction · Computer Science 2025-08-14 Jacob Erickson

Online advertising, as the vast market, has gained significant attention in various platforms ranging from search engines, third-party websites, social media, and mobile apps. The prosperity of online campaigns is a challenge in online…

Social and Information Networks · Computer Science 2021-08-23 Zhabiz Gharibshah , Xingquan Zhu

We consider the problem of personalization of online services from the viewpoint of ad targeting, where we seek to find the best ad categories to be shown to each user, resulting in improved user experience and increased advertisers'…

Artificial Intelligence · Computer Science 2016-06-30 Nemanja Djuric , Mihajlo Grbovic , Vladan Radosavljevic , Narayan Bhamidipati , Slobodan Vucetic

Online platforms play an increasingly important role in shaping democracy by influencing the distribution of political information to the electorate. In recent years, political campaigns have spent heavily on the platforms' algorithmic…

Social and Information Networks · Computer Science 2022-07-14 Orestis Papakyriakopoulos , Christelle Tessono , Arvind Narayanan , Mihir Kshirsagar

Internet advertising is a fast growing business which has proved to be significantly important in digital economics. It is vitally important for both web search engines and online content providers and publishers because web advertising…

Information Retrieval · Computer Science 2012-07-04 Shuai Yuan , Ahmad Zainal Abidin , Marc Sloan , Jun Wang

The targeted direct-to-customer marketing of unapproved stem cell treatments by a questionable online industry is directed at vulnerable users who search the Internet in the hope of a cure. This behavior especially poses a threat to…

Computers and Society · Computer Science 2021-01-07 Martin Reber

In the last decade, the advertisement market spread significantly in the web and mobile app system. Its effectiveness is also due thanks to the possibility to target the advertisement on the specific interests of the actual user, other than…

Social and Information Networks · Computer Science 2016-11-17 Mauro Conti , Vittoria Cozza , Marinella Petrocchi , Angelo Spognardi

Every day, millions of users reveal their interests on Facebook, which are then monetized via targeted advertisement marketing campaigns. In this paper, we explore the use of demographically rich Facebook Ads audience estimates for tracking…

Computers and Society · Computer Science 2017-05-12 Matheus Araujo , Yelena Mejova , Ingmar Weber , Fabricio Benevenuto

In-app advertising closely relates to app revenue. Reckless ad integration could adversely impact app reliability and user experience, leading to loss of income. It is very challenging to balance the ad revenue and user experience for app…

Computers and Society · Computer Science 2020-08-28 Cuiyun Gao , Jichuan Zeng , David Lo , Xin Xia , Irwin King , Michael R. Lyu

This paper uses and recycles data from a third-party digital marketing firm, to explore how targeted ads contribute to larger systems of racial discrimination. Focusing on a case study of targeted ads for educational searches in New York…

Computers and Society · Computer Science 2021-10-01 Ho-Chun Herbert Chang , Matt Bui , Charlton McIlwain

YouTube is a popular video platform for sharing creative content and ideas, targeting different demographics. Adults, older children, and young children are all avid viewers of YouTube videos. Meanwhile, countless young-kid-oriented…

Over the past decade, advertising has emerged as the primary source of revenue for many web sites and apps. In this paper we report a first-of-its-kind study that seeks to broadly understand the features, mechanisms and dynamics of display…

Computers and Society · Computer Science 2014-07-07 Paul Barford , Igor Canadi , Darja Krushevskaja , Qiang Ma , S. Muthukrishnan

Website accessibility is essential for inclusiveness and regulatory compliance. Although third-party advertisements (ads) are a vital revenue source for free web services, they introduce significant accessibility challenges. Leasing a…

Software Engineering · Computer Science 2024-09-30 Abdul Haddi Amjad , Muhammad Danish , Bless Jah , Muhammad Ali Gulzar