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The focus of this work is on developing probabilistic models for user activity in social networks by incorporating the social network influence as perceived by the user. For this, we propose a coupled Hidden Markov Model, where each user's…

物理与社会 · 物理学 2013-05-10 Vasanthan Raghavan , Greg Ver Steeg , Aram Galstyan , Alexander G. Tartakovsky

Social networking websites allow users to create and share content. Big information cascades of post resharing can form as users of these sites reshare others' posts with their friends and followers. One of the central challenges in…

社会与信息网络 · 计算机科学 2016-01-28 Qingyuan Zhao , Murat A. Erdogdu , Hera Y. He , Anand Rajaraman , Jure Leskovec

Predicting cascade dynamics has important implications for understanding information propagation and launching viral marketing. Previous works mainly adopt a pair-wise manner, modeling the propagation probability between pairs of users…

社会与信息网络 · 计算机科学 2015-01-23 Yongqing Wang , Hua-Wei Shen , Shenghua Liu , Xue-Qi Cheng

With the advance of the Internet, ordinary users have created multiple personal accounts on online social networks, and interactions among these social network users have recently been tagged with location information. In this work, we…

社会与信息网络 · 计算机科学 2013-12-25 William Lucia , Cuneyt Gurcan Akcora , Elena Ferrari

Modeling online discourse dynamics is a core activity in understanding the spread of information, both offline and online, and emergent online behavior. There is currently a disconnect between the practitioners of online social media…

社会与信息网络 · 计算机科学 2021-03-15 Quyu Kong , Rohit Ram , Marian-Andrei Rizoiu

Online social networking services allow their users to post content in the form of text, images or videos. The main mechanism driving content diffusion is the possibility for users to re-share the content posted by their social connections,…

社会与信息网络 · 计算机科学 2016-04-01 Ryota Kobayashi , Renaud Lambiotte

Recently, Twitter has become the social network of choice for sharing and spreading information to a multitude of users through posts called 'tweets'. Users can easily re-share these posts to other users through 'retweets', which allow…

计算与语言 · 计算机科学 2022-06-22 Rikaz Rameez , Hossein A. Rahmani , Emine Yilmaz

This paper investigates the interplay between different types of user interactions on Twitter, with respect to predicting missing or unseen interactions. For example, given a set of retweet interactions between Twitter users, how accurately…

社会与信息网络 · 计算机科学 2019-04-26 Konstantinos Sotiropoulos , John W. Byers , Polyvios Pratikakis , Charalampos E. Tsourakakis

Sentiment analysis on social media such as Twitter provides organizations and individuals an effective way to monitor public emotions towards them and their competitors. As a result, sentiment analysis has become an important and…

计算与语言 · 计算机科学 2022-12-06 Md Parvez Mollah

People's interests and people's social relationships are intuitively connected, but understanding their interplay and whether they can help predict each other has remained an open question. We examine the interface of two decisive…

社会与信息网络 · 计算机科学 2013-03-29 Daniel M. Romero , Chenhao Tan , Johan Ugander

Regressions trained to predict the future activity of social media users need rich features for accurate predictions. Many advanced models exist to generate such features; however, the time complexities of their computations are often…

社会与信息网络 · 计算机科学 2024-03-01 Aamir Mandviwalla , Lake Yin , Boleslaw K. Szymanski

With social media datasets being increasingly shared by researchers, it also presents the caveat that those datasets are not always completely replicable. Having to adhere to requirements of platforms like Twitter, researchers cannot…

数字图书馆 · 计算机科学 2018-03-08 Arkaitz Zubiaga

Many years after online social networks exceeded our collective attention, social influence is still built on attention capital. Quality is not a prerequisite for viral spreading, yet large diffusion cascades remain the hallmark of a social…

社会与信息网络 · 计算机科学 2020-06-02 Damian Konrad Kowalczyk , Lars Kai Hansen

Social networks play a fundamental role in propagation of information and news. Characterizing the content of the messages becomes vital for different tasks, like breaking news detection, personalized message recommendation, fake users…

信息检索 · 计算机科学 2022-01-04 Federico Albanese , Esteban Feuerstein

Twitter, a popular social network, presents great opportunities for on-line machine learning research. However, previous research has focused almost entirely on learning from passively collected data. We study the problem of learning to…

机器学习 · 统计学 2015-04-17 Nir Levine , Timothy A. Mann , Shie Mannor

The importance of the ability of predict trends in social media has been growing rapidly in the past few years with the growing dominance of social media in our everyday's life. Whereas many works focus on the detection of anomalies in…

社会与信息网络 · 计算机科学 2011-11-22 Yaniv Altshuler , Wei Pan , Alex Pentland

Online socio-technical systems can be studied as proxy of the real world to investigate human behavior and social interactions at scale. Here we focus on Instagram, a media-sharing online platform whose popularity has been rising up to…

社会与信息网络 · 计算机科学 2017-03-07 Emilio Ferrara , Roberto Interdonato , Andrea Tagarelli

Nowadays, many platforms on the Web offer organized events, allowing users to be organizers or participants. For such platforms, it is beneficial to predict potential event participants. Existing work on this problem tends to borrow…

机器学习 · 计算机科学 2023-10-03 Yihong Zhang , Takahiro Hara

Among the vast information available on the web, social media streams capture what people currently pay attention to and how they feel about certain topics. Awareness of such trending topics plays a crucial role in multimedia systems such…

社会与信息网络 · 计算机科学 2014-06-17 Tim Althoff , Damian Borth , Jörn Hees , Andreas Dengel

The fundamental building block of social influence is for one person to elicit a response in another. Researchers measuring a "response" in social media typically depend either on detailed models of human behavior or on platform-specific…

社会与信息网络 · 计算机科学 2013-02-19 Greg Ver Steeg , Aram Galstyan