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Digital platforms use recommendations to facilitate exchanges between platform actors, such as trade between buyers and sellers. Aiming to protect consumers and guarantee fair competition on platforms, legislators increasingly require that…

General Economics · Economics 2024-03-01 Lukas Jürgensmeier , Bernd Skiera

User journeys in e-commerce routinely violate the one-to-one assumption that a clicked item on an advertising platform is the same item later purchased on the merchant's website/app. For a significant number of converting sessions on our…

Information Retrieval · Computer Science 2025-07-22 Xiangyu Zeng , Amit Jaspal , Bin Liu , Goutham Panneeru , Kevin Huang , Nicolas Bievre , Mohit Jaggi , Prathap Maniraju , Ankur Jain

Many researchers and organizations, such as WHO and UNICEF, have raised awareness of the dangers of advertisements targeted at children. While most existing laws only regulate ads on television that may reach children, lawmakers have been…

Social and Information Networks · Computer Science 2023-10-09 Tinhinane Medjkoune , Oana Goga , Juliette Senechal

This paper is concerned with online targeted advertising on social networks. The main technical task we address is to estimate the activation probability for user pairs, which quantifies the influence one user may have on another towards…

Social and Information Networks · Computer Science 2025-01-28 Tsuyoshi Idé , Keerthiram Murugesan , Djallel Bouneffouf , Naoki Abe

This research investigated how online criminal activities can be better understood and connected using data-driven machine learning methods. Many illegal activities, such as human trafficking and illicit trade, have moved to online…

Computation and Language · Computer Science 2026-05-07 Vageesh Kumar Saxena

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

People are becoming increasingly concerned with their online privacy, especially with how advertising companies track them across websites (a practice called cross-site tracking), as reconstructing a user's browser history can reveal…

Cryptography and Security · Computer Science 2023-11-22 Alisha Ukani

Online resource allocation (ORA) is a fundamental framework for sequential decision-making problems under budget constraints, with applications ranging from online advertising to revenue management. In this work, we study a broader setting…

Computer Science and Game Theory · Computer Science 2026-05-12 Eleonora Fidelia Chiefari , Francesco Emanuele Stradi , Matteo Castiglioni , Alberto Marchesi

Today, web-based companies use user data to provide and enhance services to users, both individually and collectively. Some also analyze user data for other purposes, for example to select advertisements or price offers for users. Some even…

Computers and Society · Computer Science 2019-06-28 Eric Bax , John Donald , Melissa Gerber , Lisa Giaffo , Tanisha Sharma , Nikki Thompson , Kimberly Williams

Participation on social media platforms has many benefits but also poses substantial threats. Users often face an unintended loss of privacy, are bombarded with mis-/disinformation, or are trapped in filter bubbles due to over-personalized…

Social and Information Networks · Computer Science 2020-09-17 Christian von der Weth , Ashraf Abdul , Shaojing Fan , Mohan Kankanhalli

Online advertising on platforms such as Google or Facebook has become an indispensable outreach tool, including for applications where it is desirable to engage different demographics in an equitable fashion, such as hiring, housing, civic…

Computer Science and Game Theory · Computer Science 2020-06-15 Lodewijk Gelauff , Ashish Goel , Kamesh Munagala , Sravya Yandamuri

Manipulation is a common concern in many domains, such as social media, advertising, and chatbots. As AI systems mediate more of our interactions with the world, it is important to understand the degree to which AI systems might manipulate…

Computers and Society · Computer Science 2023-10-31 Micah Carroll , Alan Chan , Henry Ashton , David Krueger

Machine learning models have shown exceptional prowess in solving complex issues across various domains. However, these models can sometimes exhibit biased decision-making, resulting in unequal treatment of different groups. Despite…

Machine Learning · Computer Science 2025-06-26 Shuyi Chen , Shixiang Zhu

In this paper, we propose a stochastic model to describe how search service providers charge client companies based on users' queries for the keywords related to these companies' ads by using certain advertisement assignment strategies. We…

Data Structures and Algorithms · Computer Science 2012-09-10 Bo Tan , R. Srikant

Consumer behavior under social influence is a well-known phenomenon and computer scientists and economists are prevalently trying to analyze the dynamics behind decision making during the consumption process through agent-based modeling…

Social and Information Networks · Computer Science 2022-10-18 Eren Arkangil

Communication strongly influences attitudes on climate change. Within sponsored communication, high spend and high reach advertising dominates. In the advertising ecosystem we can distinguish actors with adversarial stances: organizations…

Human-Computer Interaction · Computer Science 2023-08-09 Aruna Sankaranarayanan , Erik Hemberg , Una-May O'Reilly

Using the example of the film 2001: A Space Odyssey, this chapter illustrates the challenges posed by an AI capable of making decisions that go against human interests. But are human decisions always rational and ethical? In reality, the…

Computers and Society · Computer Science 2025-12-05 Charlotte Jacquemot

Purpose: We model group advertising decisions, which are the collective decisions of every single advertiser within the set of advertisers who are competing in the same auction or vertical industry, and examine resulting market outcomes,…

Artificial Intelligence · Computer Science 2022-03-07 Yanwu Yang , Xin Li , Bernard J. Jansen , Daniel Zeng

Real-time bidding (RTB) has become a new norm in display advertising where a publisher uses auction models to sell online user's page view to advertisers. In RTB, the ad with the highest bid price will be displayed to the user. This ad…

Computer Science and Game Theory · Computer Science 2018-05-23 Xiang Chen

Data dashboards are designed to help users manage data collected about them. However, prior work showed that exposure to some dashboards, notably Google's My Activity dashboard, results in significant decreases in perceived concern and…

Computers and Society · Computer Science 2023-12-22 Florian M. Farke , David G. Balash , Maximilian Golla , Adam J. Aviv