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Online advertising has been the major monetization approach for Internet companies. Advertisers invest budgets to bid for real-time impressions to gain direct and indirect returns. Existing works have been concentrating on optimizing direct…

Computer Science and Game Theory · Computer Science 2019-03-12 Hao Liu , Yunze Li , Qinyu Cao , Guang Qiu , Jiming Chen

In online internet advertising, machine learning models are widely used to compute the likelihood of a user engaging with product related advertisements. However, the performance of traditional machine learning models is often impacted due…

Information Retrieval · Computer Science 2018-06-22 Marcelo Tallis , Pranjul Yadav

Social advertising uses information about consumers' peers, including peer affiliations with a brand, product, organization, etc., to target ads and contextualize their display. This approach can increase ad efficacy for two main reasons:…

Social and Information Networks · Computer Science 2012-06-21 Eytan Bakshy , Dean Eckles , Rong Yan , Itamar Rosenn

Gender and racial diversity in the mediated images from the media shape our perception of different demographic groups. In this work, we investigate gender and racial diversity of 85,957 advertising images shared by the 73 top international…

Computers and Society · Computer Science 2019-08-06 Jisun An , Haewoon Kwak

This paper investigates advertising practices in print newspapers across India using a novel data-driven approach. We develop a pipeline employing image processing and OCR techniques to extract articles and advertisements from digital…

Computers and Society · Computer Science 2025-05-19 N Harsha Vardhan , Ponnurangam Kumaraguru , Kiran Garimella

Corporations spend millions of dollars on developing creative image-based promotional content to advertise to their user-base on platforms like Twitter. Our paper is an initial study, where we propose a novel method to evaluate and improve…

Information Retrieval · Computer Science 2017-05-16 Avikalp Srivastava , Madhav Datt , Jaikrishna Chaparala , Shubham Mangla , Priyadarshi Patnaik

Advertising, long the financial mainstay of the web ecosystem, has become nearly ubiquitous in the world of mobile apps. While ad targeting on the web is fairly well understood, mobile ad targeting is much less studied. In this paper, we…

Cryptography and Security · Computer Science 2015-02-24 Theodore Book , Dan S. Wallach

In the last decade new ways of shopping online have increased the possibility of buying products and services more easily and faster than ever. In this new context, personality is a key determinant in the decision making of the consumer…

Information Retrieval · Computer Science 2016-07-26 Giorgio Roffo

Social media have substantially altered the way brands and businesses advertise: Online Social Networks provide brands with more versatile and dynamic channels for advertisement than traditional media (e.g., TV and radio). Levels of…

Social and Information Networks · Computer Science 2013-12-24 Shana Dacres , Hamed Haddadi , Matthew Purver

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

The environmental conservation issue has led consumers to rethink the products they purchase. Nowadays, many consumers are willing to pay more for products that genuinely adhere to environmental standards to support the environment.…

General Economics · Economics 2023-12-27 Saleh Ghobbe , Mahdi Nohekhan

Optimizing the timing and frequency of ads is a central problem in digital advertising, with significant economic consequences. Existing scheduling policies rely on simple heuristics, such as uniform spacing and frequency caps, that…

Data Structures and Algorithms · Computer Science 2025-09-25 Kailash Gopal Darmasubramanian , Akash Pareek , Arindam Khan , Arpit Agarwal

In the last decades, global awareness towards the importance of diverse representation has been increasing. Lack of diversity and discrimination toward minorities did not skip the film industry. Here, we examine ethnic bias in the film…

Computers and Society · Computer Science 2022-07-19 Dima Kagan , Mor Levy , Michael Fire , Galit Fuhrmann Alpert

Political advertising on digital platforms has grown dramatically in recent years as campaigns embrace new ways of targeting supporters and potential voters. Previous scholarship shows that digital advertising has both positive effects on…

Computers and Society · Computer Science 2020-12-11 NaLette Brodnax , Piotr Sapiezynski

Modeling what makes an advertisement persuasive, i.e., eliciting the desired response from consumer, is critical to the study of propaganda, social psychology, and marketing. Despite its importance, computational modeling of persuasion in…

In a multi-channel marketing world, the purchase decision journey encounters many interactions (e.g., email, mobile notifications, display advertising, social media, and so on). These impressions have direct (main effects), as well as…

Applications · Statistics 2022-06-01 Ritwik Sinha , David Arbour , Aahlad Manas Puli

During the course of the COVID-19 pandemic, a common strategy for public health organizations around the world has been to launch interventions via advertising campaigns on social media. Despite this ubiquity, little has been known about…

General Economics · Economics 2022-06-22 Susan Athey , Kristen Grabarz , Michael Luca , Nils Wernerfelt

In the new digital age, information is available in large quantities. Since information consumes primarily the attention of its recipients, the scarcity of attention is becoming the main limiting factor. In this study, we investigate the…

Social and Information Networks · Computer Science 2014-11-26 Uzay Cetin , Haluk O. Bingol

Engaged costumers are a very import part of current social media marketing. Public figures and brands have to be very careful about what to post online. That is why the need for accurate strategies for anticipating the impact of a post…

Social and Information Networks · Computer Science 2019-09-24 Érika S. Rosas-Quezada , Gabriela Ramírez-de-la-Rosa , Esaú Villatoro-Tello

This paper presents models for predicted click-through rates in position auctions that take into account two possibilities that are not normally considered---that the identities of ads shown in other positions may affect the probability…

Computer Science and Game Theory · Computer Science 2014-09-17 Patrick Hummel , R. Preston McAfee