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As civil discourse increasingly takes place online, misinformation and the polarization of news shared in online communities have become ever more relevant concerns with real world harms across our society. Studying online news sharing at…

Computers and Society · Computer Science 2022-05-11 Galen Weld , Maria Glenski , Tim Althoff

The rapid growth of YouTube Shorts, now serving over 2 billion monthly users, reflects a global shift toward short-form video as a dominant mode of online content consumption. This study investigates algorithmic bias in YouTube Shorts'…

Social and Information Networks · Computer Science 2025-07-08 Mert Can Cakmak , Nitin Agarwal , Diwash Poudel

Image analysis technologies empowered by artificial intelligence (AI) have proved images and videos to be an opportune source of data to learn about humpback whale (Megaptera novaeangliae) population sizes and dynamics. With the advent of…

Computer Vision and Pattern Recognition · Computer Science 2022-12-05 Michelle Ramirez

Research shows that comment spamming (comments which are unsolicited, unrelated, abusive, hateful, commercial advertisements etc) in online discussion forums has become a common phenomenon in Web 2.0 applications and there is a strong need…

Information Retrieval · Computer Science 2011-03-28 Ashish Sureka

YouTube is by far the largest host of user-generated video content worldwide. Alas, the platform has also come under fire for hosting inappropriate, toxic, and hateful content. One community that has often been linked to sharing and…

Alas, coordinated hate attacks, or raids, are becoming increasingly common online. In a nutshell, these are perpetrated by a group of aggressors who organize and coordinate operations on a platform (e.g., 4chan) to target victims on another…

Social and Information Networks · Computer Science 2024-06-25 Mohammad Hammas Saeed , Kostantinos Papadamou , Jeremy Blackburn , Emiliano De Cristofaro , Gianluca Stringhini

Personalized recommendation algorithms, like those on YouTube, significantly shape online content consumption. These systems aim to maximize engagement by learning users' preferences and aligning content accordingly but may unintentionally…

Social and Information Networks · Computer Science 2025-01-28 Hussam Habib , Rishab Nithyanand

YouTube plays a key role in entertaining and informing people around the globe. However, studying the platform is difficult due to the lack of randomly sampled data and of systematic ways to query the platform's colossal catalog. In this…

Social and Information Networks · Computer Science 2021-04-09 Manoel Horta Ribeiro , Robert West

Nowadays, artificial intelligence algorithms are used for targeted and personalized content distribution in the large scale as part of the intense competition for attention in the digital media environment. Unfortunately, targeted…

Social and Information Networks · Computer Science 2018-12-05 Sina Mohseni , Eric Ragan

In this paper we compare the use of several features in the task of content filtering for video social networks, a very challenging task, not only because the unwanted content is related to very high-level semantic concepts (e.g.,…

Computer Vision and Pattern Recognition · Computer Science 2011-01-13 Eduardo Valle , Sandra de Avila , Antonio da Luz , Fillipe de Souza , Marcelo Coelho , Arnaldo Araújo

It has been suggested that online search and retrieval contributes to the intellectual isolation of users within their preexisting ideologies, where people's prior views are strengthened and alternative viewpoints are infrequently…

Information Retrieval · Computer Science 2014-05-08 Danai Koutra , Paul Bennett , Eric Horvitz

Social media is a modern person's digital voice to project and engage with new ideas and mobilise communities $\unicode{x2013}$ a power shared with extremists. Given the societal risks of unvetted content-moderating algorithms for…

Social and Information Networks · Computer Science 2023-01-30 Jarod Govers , Philip Feldman , Aaron Dant , Panos Patros

A filter bubble refers to the phenomenon where Internet customization effectively isolates individuals from diverse opinions or materials, resulting in their exposure to only a select set of content. This can lead to the reinforcement of…

Information Retrieval · Computer Science 2023-07-06 Qazi Mohammad Areeb , Mohammad Nadeem , Shahab Saquib Sohail , Raza Imam , Faiyaz Doctor , Yassine Himeur , Amir Hussain , Abbes Amira

A particular challenge in the area of social media analysis is how to find communities within a larger network of social interactions. Here a community may be a group of microblogging users who post content on a coherent topic, or who are…

Social and Information Networks · Computer Science 2012-07-03 Derek Greene , Derek O'Callaghan , Pádraig Cunningham

We analyze online collective evaluation processes through positive and negative votes in various social media. We find two modes of collective evaluations that stem from the existence of filter bubbles. Above a threshold of collective…

Social and Information Networks · Computer Science 2016-02-19 Adiya Abisheva , David Garcia , Frank Schweitzer

There is a prevailing perception that content on a social media platform generally have the same political leaning. These platforms are often viewed as ideologically congruent entities, reflecting the majority opinion of their users; a…

Social and Information Networks · Computer Science 2024-06-06 Chaitya Shah , Ritesh Konka , Gautam Malpani , Swapneel Mehta , Lynnette Hui Xian Ng

Over the past decade humans have experienced exponential growth in the use of online resources, in particular social media and microblogging websites such as Facebook, Twitter, YouTube and also mobile applications such as WhatsApp, Line,…

Information Retrieval · Computer Science 2015-09-09 Rishabh Soni , K. James Mathai

Vaccination rates are decreasing in many areas of the world, and outbreaks of preventable diseases tend to follow in areas with particular low rates. Much research has been devoted to improving our understanding of the motivations behind…

Social and Information Networks · Computer Science 2019-05-31 Bjarke Mønsted , Sune Lehmann

Racism and intolerance on social media contribute to a toxic online environment which may spill offline to foster hatred, and eventually lead to physical violence. That is the case with online antisemitism, the specific category of hatred…

Computers and Society · Computer Science 2024-03-12 Raza Ul Mustafa , Nathalie Japkowicz

We consider a novel application of inverse reinforcement learning with behavioral economics constraints to model, learn and predict the commenting behavior of YouTube viewers. Each group of users is modeled as a rationally inattentive…

Machine Learning · Computer Science 2020-04-07 William Hoiles , Vikram Krishnamurthy , Kunal Pattanayak