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Online communication about climate change is central to public discourse around this contested issue. Facebook is a dominant social media platform known to be a major source of information and online influence, yet discussion of climate…

Applications · Statistics 2022-11-28 Iain Weaver , Ned Westwood , Travis Coan , Saffron O'Neill , Hywel T. P. Williams

Political campaigns are increasingly turning to digital advertising to reach voters. These platforms empower advertisers to target messages to platform users with great precision, including through inferences about those users' political…

Computers and Society · Computer Science 2019-12-18 Muhammad Ali , Piotr Sapiezynski , Aleksandra Korolova , Alan Mislove , Aaron Rieke

Climate change is the defining issue of our time, and we are at a defining moment. Various interest groups, social movement organizations, and individuals engage in collective action on this issue on social media. In addition, issue…

Computation and Language · Computer Science 2023-07-04 Tunazzina Islam , Ruqi Zhang , Dan Goldwasser

Different advertising messages work for different people. Machine learning can be an effective way to personalise climate communications. In this paper we use machine learning to reanalyse findings from a recent study, showing that online…

Machine Learning · Computer Science 2021-09-14 Totte Harinen , Alexandre Filipowicz , Shabnam Hakimi , Rumen Iliev , Matthew Klenk , Emily Sumner

The enormous financial success of online advertising platforms is partially due to the precise targeting features they offer. Although researchers and journalists have found many ways that advertisers can target---or exclude---particular…

Computers and Society · Computer Science 2019-09-13 Muhammad Ali , Piotr Sapiezynski , Miranda Bogen , Aleksandra Korolova , Alan Mislove , Aaron Rieke

In this paper, we provide a novel measure for greenwashing -- i.e., climate-related misinformation -- that shows how polluting companies can use social media advertising related to climate change to redirect criticism. To do so, we identify…

Applications · Statistics 2025-11-20 Robert Kubinec , Aseem Mahajan

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

Ensuring transparency and integrity in political communication on climate change has arguably never been more important than today. Yet we know little about how politicians focus on, talk about, and portray climate change on social media.…

Social and Information Networks · Computer Science 2023-04-07 Laurenz Aisenpreis , Gustav Gyrst , Vedran Sekara

Strategic communication in Twitter is compared between different actor groups with regard to the topic of climate change. The main hypothesis is that different actor groups will be more or less central in the reply-trees depending on their…

Social and Information Networks · Computer Science 2023-06-13 Julian Dehne , Valentin Gold

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

Programmatic advertising consists in automated auctioning of digital ad space. Every time a user requests a web page, placeholders on the page are populated with ads from the highest-bidding advertisers. The bids are typically based on…

Artificial Intelligence · Computer Science 2022-05-03 Emil Häglund , Johanna Björklund

Political advertising on social media has become a central element in election campaigns. However, granular information about political advertising on social media was previously unavailable, thus raising concerns regarding fairness,…

Social and Information Networks · Computer Science 2024-06-25 Dominik Bär , Francesco Pierri , Gianmarco De Francisci Morales , Stefan Feuerriegel

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

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

Climate change communication on social media increasingly employs microtargeting strategies to effectively reach and influence specific demographic groups. This study presents a post-hoc analysis of microtargeting practices within climate…

Computation and Language · Computer Science 2025-09-24 Tunazzina Islam , Dan Goldwasser

Climate change poses a global threat to public health, food security, and economic stability. Addressing it requires evidence-based policies and a nuanced understanding of how the threat is perceived by the public, particularly within…

Social and Information Networks · Computer Science 2026-04-09 Wenchao Dong , Marcelo S. Locatelli , Virgilio Almeida , Meeyoung Cha

Climate discourse online plays a crucial role in shaping public understanding of climate change and influencing political and policy outcomes. However, climate communication unfolds across structurally distinct platforms with fundamentally…

Computation and Language · Computer Science 2026-01-21 Samantha Sudhoff , Pranav Perumal , Zhaoqing Wu , Tunazzina Islam

Consumer agency in the digital age is increasingly constrained by systemic barriers and algorithmic manipulation, raising concerns about the authenticity of consumption choices. Nowadays, financial decisions are shaped by external pressures…

Computers and Society · Computer Science 2025-08-20 Pegah Nokhiz , Aravinda Kanchana Ruwanpathirana

Energy is today the most critical environmental challenge. The amount of carbon emissions contributing to climate change is significantly influenced by both the production and consumption of energy. Measuring and reducing the energy…

Emotion evoked by an advertisement plays a key role in influencing brand recall and eventual consumer choices. Automatic ad affect recognition has several useful applications. However, the use of content-based feature representations does…

Computer Vision and Pattern Recognition · Computer Science 2018-08-15 Abhinav Shukla , Harish Katti , Mohan Kankanhalli , Ramanathan Subramanian
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