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Related papers: Social interactions affect discovery processes

200 papers

In networked environments, users frequently share recommendations about content, products, services, and courses of action with others. The extent to which such recommendations are successful and adopted is highly contextual, dependent on…

Machine Learning · Computer Science 2025-10-23 Ahmed Sayeed Faruk , Mohammad Shahverdikondori , Elena Zheleva

Using a dataset of more than 90,000 metal music reviews written by over 9,000 users in a period of 15 years, we analyse the genre structure of metal music with the aid of review text information. We model the relationships between genres…

Social and Information Networks · Computer Science 2022-02-15 Zhiheng Jiang , Hoai Nguyen Huynh

Recommender systems have become a ubiquitous part of modern web applications. They help users discover new and relevant items. Today's users, through years of interaction with these systems have developed an inherent understanding of how…

Information Retrieval · Computer Science 2021-09-03 Muheeb Faizan Ghori , Arman Dehpanah , Jonathan Gemmell , Hamed Qahri-Saremi , Bamshad Mobasher

Due to the development of social media technology, it becomes easier for users to gather together to form groups. Take the Last.fm for example, users can join groups they may be interested where they can share their loved songs and discuss…

Information Retrieval · Computer Science 2012-10-17 Wei Zeng , Li Chen

Modern society depends on the flow of information over online social networks, and users of popular platforms generate significant behavioral data about themselves and their social ties. However, it remains unclear what fundamental limits…

Physics and Society · Physics 2019-02-12 James P. Bagrow , Xipei Liu , Lewis Mitchell

People recommender systems may affect the exposure that users receive in social networking platforms, influencing attention dynamics and potentially strengthening pre-existing inequalities that disproportionately affect certain groups. In…

Social and Information Networks · Computer Science 2021-12-16 Francesco Fabbri , Maria Luisa Croci , Francesco Bonchi , Carlos Castillo

Sequential recommendation aims to choose the most suitable items for a user at a specific timestamp given historical behaviors. Existing methods usually model the user behavior sequence based on the transition-based methods like Markov…

Information Retrieval · Computer Science 2022-07-11 Zijian Li , Ruichu Cai , Fengzhu Wu , Sili Zhang , Hao Gu , Yuexing Hao , Yuguang

Popular music streaming platforms offer users a diverse network of content exploration through a triad of affordances: organic, algorithmic and editorial access modes. Whilst offering great potential for discovery, such platform…

Information Retrieval · Computer Science 2025-01-20 Dougal Shakespeare , Camille Roth

Music genre classification shapes how listeners discover music, how platforms design recommendations, and how sociologists study cultural taste. Yet existing genre labels are inconsistent in granularity: they exaggerate boundaries between…

Physics and Society · Physics 2026-04-30 Makoto Takeuchi

This work presents a user-centric recommendation framework, designed as a pipeline with four distinct, connected, and customizable phases. These phases are intended to improve explainability and boost user engagement. We have collected the…

Information Retrieval · Computer Science 2025-05-19 Jaime Ramirez Castillo , M. Julia Flores , Ann E. Nicholson

Due to their essential role as places for socialization, "third places" - social places where people casually visit and communicate with friends and neighbors - have been studied by a wide range of fields including network science,…

Social and Information Networks · Computer Science 2021-01-14 Jaehyuk Park , Bogdan State , Monica Bhole , Michael C. Bailey , Yong-Yeol Ahn

The current availability of interconnected portable devices, and the advent of the Web 2.0, raise the problem of supporting anywhere and anytime access to a huge amount of content, generated and shared by mobile users. In this work we…

Networking and Internet Architecture · Computer Science 2022-05-31 Valerio Arnaboldi , Mattia G. Campana , Franca Delmastro , Elena Pagani

Information spreading in online social communities has attracted tremendous attention due to its utmost practical values in applications. Despite that several individual-level diffusion data have been investigated, we still lack the…

Physics and Society · Physics 2018-11-21 Sen Pei , Lev Muchnik , Shaoting Tang , Zhiming Zheng , Hernan A. Makse

Data deluge characteristic for our times has led to information overload, posing a significant challenge to effectively finding our way through the digital landscape. Addressing this issue requires an in-depth understanding of how we…

Physics and Society · Physics 2025-06-12 Manran Zhu , János Kertész

Since users move around based on social relationships and interests, the resulting movement patterns can represent how nodes are socially connected (i.e., nodes with strong social ties, nodes that meet occasionally by sharing the same…

Networking and Internet Architecture · Computer Science 2014-08-01 Waldir Moreira , Paulo Mendes

The affiliation with various social groups can be a critical factor when it comes to quality of life of each individual, making such groups an essential element of every society. The group dynamics, longevity and effectiveness strongly…

Physics and Society · Physics 2017-02-14 Jelena Smiljanić , Marija Mitrović Dankulov

Ranking systems are widely used to simplify and interpret complex data across diverse domains, from economic indicators and sports scores to online content popularity. While previous studies including the Zipf's law have focused on the…

Physics and Society · Physics 2025-06-30 Hyun-Woo Lee , Gerardo Iñiguez , Hang-Hyun Jo , Hye Jin Park

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

It is common in recommendation systems that users both consume and produce information as they make strategic choices under uncertainty. While a social planner would balance "exploration" and "exploitation" using a multi-armed bandit…

Computer Science and Game Theory · Computer Science 2019-02-20 Nicole Immorlica , Jieming Mao , Aleksandrs Slivkins , Zhiwei Steven Wu

Web 2.0 applications have attracted a considerable amount of attention because their open-ended nature allows users to create light-weight semantic scaffolding to organize and share content. To date, the interplay of the social and semantic…

Computers and Society · Computer Science 2010-03-12 Rossano Schifanella , Alain Barrat , Ciro Cattuto , Benjamin Markines , Filippo Menczer