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On social network platforms, a user's behavior is based on his/her personal interests, or influenced by his/her friends. In the literature, it is common to model either users' personal preference or their socially influenced preference. In…

信息检索 · 计算机科学 2020-05-12 Qiaoan Chen , Hao Gu , Lingling Yi , Yishi Lin , Peng He , Chuan Chen , Yangqiu Song

Collaborative filtering analyzes user preferences for items (e.g., books, movies, restaurants, academic papers) by exploiting the similarity patterns across users. In implicit feedback settings, all the items, including the ones that a user…

机器学习 · 统计学 2016-02-05 Dawen Liang , Laurent Charlin , James McInerney , David M. Blei

Opinion dynamics - the research field dealing with how people's opinions form and evolve in a social context - traditionally uses agent-based models to validate the implications of sociological theories. These models encode the causal…

社会与信息网络 · 计算机科学 2020-06-03 Corrado Monti , Gianmarco De Francisci Morales , Francesco Bonchi

In online social media systems users are not only posting, consuming, and resharing content, but also creating new and destroying existing connections in the underlying social network. While each of these two types of dynamics has…

社会与信息网络 · 计算机科学 2014-03-13 Seth A. Myers , Jure Leskovec

Social media provide a wealth of information for research into public health by providing a rich mix of personal data, location, hashtags, and social network information. Among these, Instagram has been recently the subject of many…

计算机与社会 · 计算机科学 2016-03-16 Jaclyn Rich , Hamed Haddadi , Timothy M. Hospedales

There has been a tremendous rise in the growth of online social networks all over the world in recent times. While some networks like Twitter and Facebook have been well documented, the popular Chinese microblogging social network Sina…

计算机与社会 · 计算机科学 2011-07-19 Louis Yu , Sitaram Asur , Bernardo A. Huberman

Social-media platforms have created new ways for citizens to stay informed and participate in public debates. However, to enable a healthy environment for information sharing, social deliberation, and opinion formation, citizens need to be…

社会与信息网络 · 计算机科学 2021-11-05 Cigdem Aslay , Antonis Matakos , Esther Galbrun , Aristides Gionis

Dialogue systems capable of social influence such as persuasion, negotiation, and therapy, are essential for extending the use of technology to numerous realistic scenarios. However, existing research primarily focuses on either…

计算与语言 · 计算机科学 2023-01-26 Kushal Chawla , Weiyan Shi , Jingwen Zhang , Gale Lucas , Zhou Yu , Jonathan Gratch

In this article, we develop a method that uses altmetric data to analyse researchers' interactions, as a way of mapping the contexts of potential societal impact. In the face of an increasing policy demand for quantitative methodologies to…

数字图书馆 · 计算机科学 2018-07-12 Nicolas Robinson-Garcia , Thed N. van Leeuwen , Ismael Rafols

Different measures have been proposed to predict whether individuals will adopt a new behavior in online social networks, given the influence produced by their neighbors. In this paper, we show one can achieve significant improvement over…

社会与信息网络 · 计算机科学 2017-05-09 Ericsson Marin , Ruocheng Guo , Paulo Shakarian

Social influence plays a significant role in shaping individual sentiments and actions, particularly in a world of ubiquitous digital interconnection. The rapid development of generative AI has engendered well-founded concerns regarding the…

社会与信息网络 · 计算机科学 2025-09-09 Lane H. Rogers , Emma J. Reid , Robert A. Bridges

Influence propagation in social networks has recently received large interest. In fact, the understanding of how influence propagates among subjects in a social network opens the way to a growing number of applications. Many efforts have…

社会与信息网络 · 计算机科学 2018-01-30 Luca Luceri , Torsten Braun , Silvia Giordano

We introduce and discuss kinetic models of opinion formation on social networks in which the distribution function depends on both the opinion and the connectivity of the agents. The opinion formation model is subsequently coupled with a…

物理与社会 · 物理学 2018-08-22 G. Toscani , A. Tosin , M. Zanella

This study investigates the impact of dynamic user profile embedding on personalized context-aware experiences in social networks. A comparative analysis of multilingual and English transformer models was performed on a dataset of over…

信息检索 · 计算机科学 2024-07-12 Pranav Vachharajani

Influence maximization is the task of finding a set of seed nodes in a social network such that the influence spread of these seed nodes based on certain influence diffusion model is maximized. Topic-aware influence diffusion models have…

社会与信息网络 · 计算机科学 2014-11-24 Wei Chen , Tian Lin , Cheng Yang

User modeling plays an important role in delivering customized web services to the users and improving their engagement. However, most user models in the literature do not explicitly consider the temporal behavior of users. More recently,…

社会与信息网络 · 计算机科学 2017-02-08 Ali Khodadadi , Seyed Abbas Hosseini , Erfan Tavakoli , Hamid R. Rabiee

This paper introduces a temporal framework for detecting and clustering emergent and viral topics on social networks. Endogenous and exogenous influence on developing viral content is explored using a clustering method based on the a user's…

社会与信息网络 · 计算机科学 2018-11-20 Abbas Ehsanfar , Mo Mansouri

In addition to more personalized content feeds, some leading social media platforms give a prominent role to content that is more widely popular. On Twitter, "trending topics" identify popular topics of conversation on the platform, thereby…

社会与信息网络 · 计算机科学 2023-04-12 Joseph Schlessinger , Kiran Garimella , Maurice Jakesch , Dean Eckles

Speaking out for women's daily needs on social media has become a crucial form of everyday feminism in China. Gender debate naturally intertwines with such feminist advocacy, where users in opposite stances discuss gender-related issues…

人机交互 · 计算机科学 2024-03-26 Yue Deng , Zheng Chen , Changyang He , Zhicong Lu , Bo Li

Many real-world processes evolve in cascades over complex networks, whose topologies are often unobservable and change over time. However, the so-termed adoption times when blogs mention popular news items, individuals in a community catch…

社会与信息网络 · 计算机科学 2013-09-30 Brian Baingana , Gonzalo Mateos , Georgios B. Giannakis