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The overwhelming volume and complexity of information in online applications make recommendation essential for users to find information of interest. However, two major limitations that coexist in real world applications (1) incomplete user…

机器学习 · 计算机科学 2020-08-26 Dilruk Perera , Roger Zimmermann

Modeling user engagement dynamics on social media has compelling applications in user-persona detection and political discourse mining. Most existing approaches depend heavily on knowledge of the underlying user network. However, a large…

社会与信息网络 · 计算机科学 2020-06-16 Subhabrata Dutta , Sarah Masud , Soumen Chakrabarti , Tanmoy Chakraborty

We present an analysis of user conversations in on-line social media and their evolution over time. We propose a dynamic model that accurately predicts the growth dynamics and structural properties of conversation threads. The model…

计算机与社会 · 计算机科学 2012-04-03 Chunyan Wang , Mao Ye , Bernardo A. Huberman

A vast amount of textual web streams is influenced by events or phenomena emerging in the real world. The social web forms an excellent modern paradigm, where unstructured user generated content is published on a regular basis and in most…

机器学习 · 计算机科学 2012-08-15 Vasileios Lampos

The pervasive use of social media has grown to over two billion users to date, and is commonly utilized as a means to share information and shape world events. Evidence suggests that passive social media usage (i.e., viewing without taking…

社会与信息网络 · 计算机科学 2017-12-13 D. Asher , J. Caylor , M. Mittrick , J. Richardson , E. Heilman , E. Bowman , G. Korniss , B. Szymanski

In this paper, we present a novel problem, namely video timeline modeling. Our objective is to create a video-associated timeline from a set of videos related to a specific topic, thereby facilitating the content and structure understanding…

计算机视觉与模式识别 · 计算机科学 2023-10-31 Meng Liu , Mingda Zhang , Jialu Liu , Hanjun Dai , Ming-Hsuan Yang , Shuiwang Ji , Zheyun Feng , Boqing Gong

The Volume-Audience-Match simulator, or VAM was applied to predict future activity on Twitter related to international economic affairs. VAM was applied to do timeseries forecasting to predict the: (1) number of total activities, (2) number…

机器学习 · 计算机科学 2022-02-21 Fred Mubang , Lawrence Hall

Social media platforms provide a goldmine for mining public opinion on issues of wide societal interest and impact. Opinion mining is a problem that can be operationalised by capturing and aggregating the stance of individual social media…

计算与语言 · 计算机科学 2021-11-29 Rabab Alkhalifa , Arkaitz Zubiaga

Twitter is increasingly used for political, advertising and marketing campaigns, where the main aim is to influence users to support specific causes, individuals or groups. We propose a novel methodology for mining and analyzing Twitter…

社会与信息网络 · 计算机科学 2020-11-24 Shanika Karunasekera , Kwan Hui Lim , Aaron Harwood

The goal of this project is to create and study novel techniques to identify early warning signals for socially disruptive events, like riots, wars, or revolutions using only publicly available data on social media. Such techniques need to…

Performance of neural models for named entity recognition degrades over time, becoming stale. This degradation is due to temporal drift, the change in our target variables' statistical properties over time. This issue is especially…

计算与语言 · 计算机科学 2021-04-21 Shuguang Chen , Leonardo Neves , Thamar Solorio

The amount of text generated daily on social media is gigantic and analyzing this text is useful for many purposes. To understand what lies beneath a huge amount of text, we need dependable and effective computing techniques from…

信息检索 · 计算机科学 2025-08-04 Ngozichukwuka Onah , Nadine Steinmetz , Hani Al-Sayeh , Kai-Uwe Sattler

Working adults spend nearly one third of their daily time at their jobs. In this paper, we study job-related social media discourse from a community of users. We use both crowdsourcing and local expertise to train a classifier to detect…

社会与信息网络 · 计算机科学 2015-11-17 Tong Liu , Christopher M. Homan , Cecilia Ovesdotter Alm , Ann Marie White , Megan C. Lytle-Flint , Henry A. Kautz

Social media have the potential to provide timely information about emergency situations and sudden events. However, finding relevant information among millions of posts being posted every day can be difficult, and developing a data…

Studying temporal dynamics of topics in social media is very useful to understand online user behaviors. Most of the existing work on this subject usually monitors the global trends, ignoring variation among communities. Since users from…

社会与信息网络 · 计算机科学 2013-12-04 Zhiting Hu , Chong Wang , Junjie Yao , Eric Xing , Hongzhi Yin , Bin Cui

The massive amounts of data that social media generates has facilitated the study of online human behavior on a scale unimaginable a few years ago. At the same time, the much discussed apparent randomness with which people interact online…

计算机与社会 · 计算机科学 2012-07-23 Chunyan Wang , Bernardo A. Huberman

Understanding the heterogeneous role of individuals in large-scale information spreading is essential to manage online behavior as well as its potential offline consequences. To this end, most existing studies from diverse research domains…

社会与信息网络 · 计算机科学 2024-03-19 Fang Zhou , Linyuan Lü , Jianguo Liu , Manuel Sebastian Mariani

Measuring the impact and success of human performance is common in various disciplines, including art, science, and sports. Quantifying impact also plays a key role on social media, where impact is usually defined as the reach of a user's…

社会与信息网络 · 计算机科学 2019-04-09 Kiran Garimella , Robert West

Accurately predicting the onset of specific activities within defined timeframes holds significant importance in several applied contexts. In particular, accurate prediction of the number of future users that will be exposed to an…

统计方法学 · 统计学 2024-01-29 Mario Beraha , Lorenzo Masoero , Stefano Favaro , Thomas S. Richardson

In recent years, social media has become one of the most popular platforms for communication. These platforms allow users to report real-world incidents that might swiftly and widely circulate throughout the whole social network. A social…

社会与信息网络 · 计算机科学 2025-06-10 Mohammadsepehr Karimiziarani