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With rapid increase in online information consumption, especially via social media sites, there have been concerns on whether people are getting selective exposure to a biased subset of the information space, where a user is receiving more…

Social and Information Networks · Computer Science 2017-08-03 Abhijnan Chakraborty , Muhammad Ali , Saptarshi Ghosh , Niloy Ganguly , Krishna P. Gummadi

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…

Information Retrieval · Computer Science 2025-09-16 Xin Wang , Xiaowen Huang , Jitao Sang

We demonstrate the utility of a new methodological tool, neural-network word embedding models, for large-scale text analysis, revealing how these models produce richer insights into cultural associations and categories than possible with…

Computation and Language · Computer Science 2019-11-13 Austin C. Kozlowski , Matt Taddy , James A. Evans

With the rapid development of information technology and the widespread utilization of recommendation algorithms, users are able to access information more conveniently, while the content they receive tends to be homogeneous. Homogeneous…

Social and Information Networks · Computer Science 2025-05-07 Suwen Yang , Lei Shi

Individuals' access to information in a social network depends on its distributed and where in the network individuals position themselves. However, individuals have limited capacity to manage their social connections and process…

Social and Information Networks · Computer Science 2015-04-09 Jeon-Hyung Kang , Kristina Lerman

Information overload has become an ubiquitous problem in modern society. Social media users and microbloggers receive an endless flow of information, often at a rate far higher than their cognitive abilities to process the information. In…

Social and Information Networks · Computer Science 2014-03-28 Manuel Gomez Rodriguez , Krishna Gummadi , Bernhard Schoelkopf

Using the frequency of keywords is a classic approach in the formal analysis of text, but has the drawback of glossing over the relationality of word meanings. Word embedding models overcome this problem by constructing a standardized and…

Computers and Society · Computer Science 2021-05-05 Dustin S. Stoltz , Marshall A. Taylor

Information cocoons are frequently cited in the literature on whether and how social media might lead to ideological segregation and political polarization. From the behavioural and communication perspectives, this paper first examines why…

Social and Information Networks · Computer Science 2024-04-25 Wen Yang

The use of Internet and Internet-based services on PCs, Laptops, Net Pads, Mobile Phones, PDAs etc have not only changed the global economy but also the way people communicate and their life styles. It also has evolved people from different…

Computers and Society · Computer Science 2017-08-10 Mahdi H Miraz , Monir Bhuiyan , Md. Emran Hossain

Information cocooning-amplified by algorithmic filtering-poses complex challenges for emotional dynamics in online social networks. This study explores how algorithmically reinforced information cocooning shapes information diffusion and…

Social and Information Networks · Computer Science 2025-04-04 Jinhu Ren , Xifei Fu , Tianlong Fan , Linyuan Lü

To extract essential information from complex data, computer scientists have been developing machine learning models that learn low-dimensional representation mode. From such advances in machine learning research, not only computer…

Artificial Intelligence · Computer Science 2024-06-18 Akira Matsui , Emilio Ferrara

Measures of textual similarity and divergence are increasingly used to study cultural change. But which measures align, in practice, with social evidence about change? We apply three different representations of text (topic models, document…

Computation and Language · Computer Science 2024-11-25 Sarah Griebel , Becca Cohen , Lucian Li , Jaihyun Park , Jiayu Liu , Jana Perkins , Ted Underwood

Social media have quickly become a prevalent channel to access information, spread ideas, and influence opinions. However, it has been suggested that social and algorithmic filtering may cause exposure to less diverse points of view, and…

Social and Information Networks · Computer Science 2015-10-30 Dimitar Nikolov , Diego F. M. Oliveira , Alessandro Flammini , Filippo Menczer

The proliferation of online social networks has significantly reshaped the way individuals access and engage with information. While these platforms offer unprecedented connectivity, they may foster environments where users are increasingly…

Social and Information Networks · Computer Science 2026-01-14 Xiaodan Wang , Yanbin Liu , Shiqing Wu , Ziying Zhao , Yuxuan Hu , Weihua Li , Quan Bai

The diverse range of Internet enabled devices both mobile and fixed has not only impacted the global economy but the very fabric of human communications and lifestyles. The ease of access and lowered cost has enabled hitherto diametrically…

Computers and Society · Computer Science 2018-12-14 Mahdi H. Miraz , Maaruf Ali , Peter S. Excell

An outstanding open problem is whether collective social phenomena occurring over short timescales can systematically reduce cultural heterogeneity in the long run, and whether offline and online human interactions contribute differently to…

Physics and Society · Physics 2012-01-31 Luca Valori , Francesco Picciolo , Agnes Allansdottir , Diego Garlaschelli

Research has repeatedly demonstrated the influence of social connection and communication on convergence in cultural tastes, opinions and ideas. Here we review recent studies and consider the implications of social connection on cultural,…

Physics and Society · Physics 2018-07-27 Lingfei Wu , Linzhuo Li , James Evans

Ubiquitous computing encapsulates the idea for technology to be interwoven into the fabric of everyday life. As computing blends into everyday physical artifacts, powerful opportunities open up for social connection. Prior connected media…

Images are often termed as representations of perceived reality. As such, racial and gender biases in popular culture and visual media could play a critical role in shaping people's perceptions of society. While previous research has made…

Computers and Society · Computer Science 2024-11-20 Nouar AlDahoul , Hazem Ibrahim , Minsu Park , Talal Rahwan , Yasir Zaki

Science and technology are becoming increasingly collaborative. This paper aims to explore the factors and mechanisms that impact the dynamic changes of collaborative innovation networks. We consider both collaborative interactions of…

Social and Information Networks · Computer Science 2023-11-13 Hongshu Chen , Qianqian Jin , Xuefeng Wang
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