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Understanding the shopping motivations behind market baskets has high commercial value in the grocery retail industry. Analyzing shopping transactions demands techniques that can cope with the volume and dimensionality of grocery…

The boom in social media with regard to producing and consuming information simultaneously implies the crucial role of online user influence in determining content popularity. In particular, understanding behavior variations between the…

Social and Information Networks · Computer Science 2020-04-14 Bowen Shi , Ke Xu , Jichang Zhao

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

Over the last 70 years, we, humans, have created an economic market where attention is being captured and turned into money thanks to advertising. During the last two decades, leveraging research in psychology, sociology, neuroscience and…

Social and Information Networks · Computer Science 2025-05-14 Franck Michel , Fabien Gandon

Caching popular content at mobile devices, accompanied by device-to-device (D2D) communications, is one promising technology for effective mobile content delivery. User mobility is an important factor when investigating such networks, which…

Information Theory · Computer Science 2018-06-12 Rui Wang , Jun Zhang , S. H. Song , Khaled B. Letaief

Rating Prediction is a basic problem in Recommender System, and one of the most widely used method is Factorization Machines(FM). However, traditional matrix factorization methods fail to utilize the benefit of implicit feedback, which has…

Machine Learning · Computer Science 2014-10-30 Xudong Liu , Bin Zhang , Ting Zhang , Chang Liu

Content creators compete for user attention. Their reach crucially depends on algorithmic choices made by developers on online platforms. To maximize exposure, many creators adapt strategically, as evidenced by examples like the sprawling…

Computer Science and Game Theory · Computer Science 2023-07-07 Jiri Hron , Karl Krauth , Michael I. Jordan , Niki Kilbertus , Sarah Dean

Enhancing user engagement through interactions plays an essential role in socially-driven dialogues. While prior works have optimized models to reason over relevant knowledge or plan a dialogue act flow, the relationship between user…

Computation and Language · Computer Science 2025-06-27 Jiashuo Wang , Kaitao Song , Chunpu Xu , Changhe Song , Yang Xiao , Dongsheng Li , Lili Qiu , Wenjie Li

Recent extensively competitive business environment makes companies to keep their eyes on social media, as there is a growing recognition over customer languages (e.g., needs, interests, and complaints) as source of future opportunities.…

Computation and Language · Computer Science 2022-10-12 Byeongki Jeong , Janghyeok Yoon , Jaewoong Choi

Topic modeling is a state-of-the-art technique for analyzing text corpora. It uses a statistical model, most commonly Latent Dirichlet Allocation (LDA), to discover abstract topics that occur in the document collection. However, the…

Human-Computer Interaction · Computer Science 2021-10-19 Valerie Müller , Christian Sieg , Lars Linsen

Public-facing data visualizations can play a vital role in making complex information clear and engaging, thereby encouraging informed public discourse and participation. However, existing work offers limited insight into how practitioners…

Human-Computer Interaction · Computer Science 2026-05-29 Regina Schuster , Kathleen Gregory , Torsten Möller , Laura Koesten

Live streaming platforms host interconnected communities of content creators whose audiences overlap and interact in ways that are poorly understood at fine temporal resolution. We present a descriptive longitudinal study of audience…

Social and Information Networks · Computer Science 2026-03-26 Maxwell Shepherd

In the era of social media, every day billions of individuals produce content in socio-technical systems resulting in a deluge of information. However, human attention is a limited resource and it is increasingly challenging to consume the…

Physics and Society · Physics 2023-10-27 Manlio De Domenico , Eduardo G. Altmann

Charts are used to measure relative success for a large variety of cultural items. Traditional music charts have been shown to follow self-organizing principles with regard to the distribution of item lifetimes, the on-chart residence…

Social and Information Networks · Computer Science 2021-08-06 Lukas Schneider , Johannes Scholten , Bulcsu Sandor , Claudius Gros

The Internet heavily relies on Content Distribution Networks and transparent caches to cope with the ever-increasing traffic demand of users. Content, however, is essentially versatile: once published at a given time, its popularity…

Networking and Internet Architecture · Computer Science 2014-09-12 Felipe Olmos , Bruno Kauffmann , Alain Simonian , Yannick Carlinet

The overwhelming amount and rate of information update in online social media is making it increasingly difficult for users to allocate their attention to their topics of interest, thus there is a strong need for prioritizing news feeds.…

Social and Information Networks · Computer Science 2015-11-16 Mehrdad Farajtabar , Safoora Yousefi , Long Q. Tran , Le Song , Hongyuan Zha

Social and collaborative platforms emit multivariate time-series traces in which early interactions-such as views, likes, or downloads-are followed, sometimes months or years later, by higher impact like citations, sales, or reviews. We…

Recommender systems are essential tools in the digital era, providing personalized content to users in areas like e-commerce, entertainment, and social media. Among the many approaches developed to create these systems, latent factor models…

Information Retrieval · Computer Science 2025-01-06 Hind I. Alshbanat , Hafida Benhidour , Said Kerrache

Understanding and modeling the popularity of User Generated Content (UGC) short videos on social media platforms presents a critical challenge with broad implications for content creators and recommendation systems. This study delves deep…

Computer Vision and Pattern Recognition · Computer Science 2024-10-02 Dasong Li , Wenjie Li , Baili Lu , Hongsheng Li , Sizhuo Ma , Gurunandan Krishnan , Jian Wang

Using the 6,638 case descriptions of societal impact submitted for evaluation in the Research Excellence Framework (REF 2014), we replicate the topic model (Latent Dirichlet Allocation or LDA) made in this context and compare the results…

Computation and Language · Computer Science 2018-06-05 Tobias Hecking , Loet Leydesdorff