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In micro-blogging platforms, people connect and interact with others. However, due to cognitive biases, they tend to interact with like-minded people and read agreeable information only. Many efforts to make people connect with those who…

人机交互 · 计算机科学 2016-01-05 Eduardo Graells-Garrido , Mounia Lalmas , Ricardo Baeza-Yates

Polarization is a troubling phenomenon that can lead to societal divisions and hurt the democratic process. It is therefore important to develop methods to reduce it. We propose an algorithmic solution to the problem of reducing…

社会与信息网络 · 计算机科学 2017-05-19 Kiran Garimella , Gianmarco De Francisci Morales , Aristides Gionis , Michael Mathioudakis

In this era of fake news and political polarization, it is desirable to have a system to enable users to access balanced news content. Current solutions focus on top down, server based approaches to decide whether a news article is fake or…

信息检索 · 计算机科学 2018-03-12 Anish Anil Patankar , Joy Bose , Harshit Khanna

News recommenders help users to find relevant online content and have the potential to fulfill a crucial role in a democratic society, directing the scarce attention of citizens towards the information that is most important to them.…

信息检索 · 计算机科学 2020-12-21 Sanne Vrijenhoek , Mesut Kaya , Nadia Metoui , Judith Möller , Daan Odijk , Natali Helberger

Recommender systems serve the dual purpose of presenting relevant content to users and helping content creators reach their target audience. The dual nature of these systems naturally influences both users and creators: users' preferences…

信息检索 · 计算机科学 2024-11-04 Tao Lin , Kun Jin , Andrew Estornell , Xiaoying Zhang , Yiling Chen , Yang Liu

Recommender systems shape online interactions by matching users with creators content to maximize engagement. Creators, in turn, adapt their content to align with users preferences and enhance their popularity. At the same time, users…

信息检索 · 计算机科学 2026-01-07 Lukas Schüepp , Carmen Amo Alonso , Florian Dörfler , Giulia De Pasquale

Diversity in personalized news recommender systems is often defined as dissimilarity, and based on topic diversity (e.g., corona versus farmers strike). Diversity in news media, however, is understood as multiperspectivity (e.g., different…

信息检索 · 计算机科学 2021-03-25 Mats Mulder , Oana Inel , Jasper Oosterman , Nava Tintarev

In a news recommender system, a reader's preferences change over time. Some preferences drift quite abruptly (short-term preferences), while others change over a longer period of time (long-term preferences). Although the existing news…

信息检索 · 计算机科学 2021-03-24 Shaina Raza

News diversity in the media has for a long time been a foundational and uncontested basis for ensuring that the communicative needs of individuals and society at large are met. Today, people increasingly rely on online content and…

Slanted news coverage strongly affects public opinion. This is especially true for coverage on politics and related issues, where studies have shown that bias in the news may influence elections and other collective decisions. Due to its…

计算机与社会 · 计算机科学 2021-10-19 Felix Hamborg , Timo Spinde , Kim Heinser , Karsten Donnay , Bela Gipp

News sharing on digital platforms shapes the digital spaces millions of users navigate. Trace data from these platforms also enables researchers to study online news circulation. In this context, research on the types of news shared by…

社会与信息网络 · 计算机科学 2025-05-14 Felix Gaisbauer , Armin Pournaki , Jakob Ohme

Recommender systems are known to suffer from the popularity bias problem: popular (i.e. frequently rated) items get a lot of exposure while less popular ones are under-represented in the recommendations. Research in this area has been…

信息检索 · 计算机科学 2019-09-20 Himan Abdollahpouri , Masoud Mansoury , Robin Burke , Bamshad Mobasher

News recommender systems increasingly determine what news individuals see online. Over the past decade, researchers have extensively critiqued recommender systems that prioritise news based on user engagement. To offer an alternative,…

信息检索 · 计算机科学 2025-10-08 Max van Drunen , Sanne Vrijenhoek

While we typically focus on data visualization as a tool for facilitating cognitive tasks (e.g., learning facts, making decisions), we know relatively little about their second-order impacts on our opinions, attitudes, and values. For…

人机交互 · 计算机科学 2023-09-06 Eli Holder , Cindy Xiong Bearfield

Political polarization appears to be on the rise, as measured by voting behavior, general affect towards opposing partisans and their parties, and contents posted and consumed online. Research over the years has focused on the role of the…

社会与信息网络 · 计算机科学 2021-04-15 Kiran Garimella , Tim Smith , Rebecca Weiss , Robert West

Most existing personalization systems promote items that match a user's previous choices or those that are popular among similar users. This results in recommendations that are highly similar to the ones users are already exposed to,…

社会与信息网络 · 计算机科学 2021-02-26 Bibek Paudel , Abraham Bernstein

Academic research in recommender systems has been greatly focusing on the accuracy-related measures of recommendations. Even when non-accuracy measures such as popularity bias, diversity, and novelty are studied, it is often solely from the…

信息检索 · 计算机科学 2020-07-03 Himan Abdollahpouri , Masoud Mansoury

Personalized news recommendation systems inadvertently create information cocoons--homogeneous information bubbles that reinforce user biases and amplify societal polarization. To address the lack of comprehensive assessment frameworks in…

信息检索 · 计算机科学 2025-09-16 Xin Wang , Xiaowen Huang , Jitao Sang

Social media have great potential to support diverse information sharing, but there is widespread concern that platforms like Twitter do not result in communication between those who hold contradictory viewpoints. Because users can choose…

社会与信息网络 · 计算机科学 2017-12-12 Jesse Shore , Jiye Baek , Chrysanthos Dellarocas

Recommender systems are vital for shaping user online experiences. While some believe they may limit new content exploration and promote opinion polarization, a systematic analysis is still lacking. We present a model that explores the…

物理与社会 · 物理学 2023-12-15 Giordano De Marzo , Pietro Gravino , Vittorio Loreto
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