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The Russian Internet Research Agency's (IRA) online interference campaign in the 2016 U.S. presidential election represents a turning point in the trajectory of democratic elections in the digital age. What can we learn about how the IRA…

Social and Information Networks · Computer Science 2020-10-29 Dimitra Liotsiou , Bharath Ganesh , Philip N. Howard

Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. However, targeted advertising can also be abused by malicious advertisers to efficiently reach people susceptible to false stories, stoke…

One of the key aspects of the United States democracy is free and fair elections that allow for a peaceful transfer of power from one President to the next. The 2016 US presidential election stands out due to suspected foreign influence…

Social and Information Networks · Computer Science 2018-09-28 Ritam Dutt , Ashok Deb , Emilio Ferrara

The Russia-based Internet Research Agency (IRA) carried out a broad information campaign in the U.S. before and after the 2016 presidential election. The organization created an expansive set of internet properties: web domains, Facebook…

Social and Information Networks · Computer Science 2018-10-25 Alexander Spangher , Gireeja Ranade , Besmira Nushi , Adam Fourney , Eric Horvitz

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

A growing number of empirical studies suggest that negative advertising is effective in campaigning, while the mechanisms are rarely mentioned. With the scandal of Cambridge Analytica and Russian intervention behind the Brexit and the 2016…

Social and Information Networks · Computer Science 2019-11-14 Hongtao Liu

This study explores the relationship between textual features and Information Engagement (IE) on digital platforms. It highlights the impact of computational linguistics and analytics on user interaction. The READ model is introduced to…

Computation and Language · Computer Science 2024-09-04 Nimrod Dvir

We present a machine learning approach for predicting social media engagement (comments and likes) from emotional and temporal features. The dataset contains 600 songs with annotations for valence, arousal, and related sentiment metrics. A…

Machine Learning · Computer Science 2025-09-01 Yunwoo Kim , Junhyuk Hwang

Social media platforms have been exploited to conduct election interference in recent years. In particular, the Russian-backed Internet Research Agency (IRA) has been identified as a key source of misinformation spread on Twitter prior to…

Computers and Society · Computer Science 2021-02-17 Upasana Dutta , Rhett Hanscom , Jason Shuo Zhang , Richard Han , Tamara Lehman , Qin Lv , Shivakant Mishra

This study introduces and empirically tests a novel predictive model for digital information engagement (IE) - the READ model, an acronym for the four pivotal attributes of engaging information: Representativeness, Ease-of-use, Affect, and…

Human-Computer Interaction · Computer Science 2023-07-28 Nimrod Dvir , Elaine Friedman , Suraj Commuri , Fan yang , Jennifer Romano

The Facebook Privacy-Protected Full URLs Dataset was released to enable independent, academic research on the impact of Facebook's platform on society while ensuring user privacy. The dataset has been used in several studies to analyze the…

Computers and Society · Computer Science 2025-10-01 Emma Fraxanet , Andreas Kaltenbrunner , Fabrizio Germano , Vicenç Gómez

State-sponsored information operations (IOs) increasingly influence global discourse on social media platforms, yet their emotional and rhetorical strategies remain inadequately characterized in scientific literature. This study presents…

Social and Information Networks · Computer Science 2025-07-16 Ashfaq Ali Shafin , Khandaker Mamun Ahmed

Until recently, social media were seen to promote democratic discourse on social and political issues. However, this powerful communication ecosystem has come under scrutiny for allowing hostile actors to exploit online discussions in an…

Social and Information Networks · Computer Science 2018-12-06 Adam Badawy , Aseel Addawood , Kristina Lerman , Emilio Ferrara

Portraying emotion and trustworthiness is known to increase the appeal of video content. However, the causal relationship between these signals and online user engagement is not well understood. This limited understanding is partly due to a…

Multimedia · Computer Science 2021-05-05 Lukas Stappen , Alice Baird , Michelle Lienhart , Annalena Bätz , Björn Schuller

Many online platforms predominantly rank items by predicted user engagement. We believe that there is much unrealized potential in including non-engagement signals, which can improve outcomes both for platforms and for society as a whole.…

Social and Information Networks · Computer Science 2024-02-13 Tom Cunningham , Sana Pandey , Leif Sigerson , Jonathan Stray , Jeff Allen , Bonnie Barrilleaux , Ravi Iyer , Smitha Milli , Mohit Kothari , Behnam Rezaei

As disinformation-driven cognitive attacks become increasingly sophisticated, the ability to quantify their impact is essential for advancing cybersecurity defense strategies. This paper presents a novel framework for measuring the…

Computers and Society · Computer Science 2025-10-20 Bonnie Rushing , Shouhuai Xu

Any report frames issues to favor a particular interpretation by highlighting or excluding certain aspects of a story. Despite the widespread use of framing in disinformation, framing properties and detection methods remain underexplored…

Computation and Language · Computer Science 2024-09-05 Antonina Sinelnik , Dirk Hovy

Engagement in Human-Machine Interaction is the process by which entities participating in the interaction establish, maintain, and end their perceived connection. It is essential to monitor the engagement state of patients in various…

Human-Computer Interaction · Computer Science 2023-03-03 Hanan Salam

This work advances investigations into the visual media shared by agents in disinformation campaigns by characterizing the images shared by accounts identified by Twitter as being part of such campaigns. Using images shared by US…

Computers and Society · Computer Science 2022-06-09 Amogh Joshi , Cody Buntain

The prevalence of coordinated information campaigns in social media platforms has significant negative consequences across various domains, including social, political, and economic processes. This paper proposes a multifaceted framework…

Social and Information Networks · Computer Science 2023-09-25 Kin Wai Ng , Adriana Iamnitchi
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