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Count time series obtained from online social media data, such as Twitter, have drawn increasing interest among academics and market analysts over the past decade. Transforming Web activity records into counts yields time series with…

Applications · Statistics 2020-12-25 Matteo Iacopini , Carlo R. M. A. Santagiustina

Public policy shapes the economic landscape, influencing everything from corporate behavior to individual investment decisions. For Environmental, Social, and Governance (ESG) investors, these policy shifts can create opportunities and…

General Economics · Economics 2025-02-06 Innocentus Alhamis

The behaviour of sharing information on social media should be fulfilled only when a user is exhibiting attentive behaviour. So that the useful information can be consumed constructively, and misinformation can be identified and ignored.…

Social and Information Networks · Computer Science 2020-12-29 Zaid Amin , Nazlena Mohamad Ali , Alan F. Smeaton

We study the power of Twitter events to predict consumer sales events by analysing sales for 75 companies from the retail sector and over 150 million tweets mentioning those companies along with their sentiment. We suggest an approach for…

Social and Information Networks · Computer Science 2015-08-18 Olga Kolchyna , Th'arsis T. P. Souza , Tomaso Aste , Philip C. Treleaven

Do people trust social media? If so, why, in what contexts, and how does that trust impact their lives? Researchers, companies, and journalists alike have increasingly investigated these questions, which are fundamental to understanding…

Social and Information Networks · Computer Science 2023-02-08 Yixuan Zhang , Joseph D Gaggiano , Nutchanon Yongsatianchot , Nurul M Suhaimi , Miso Kim , Yifan Sun , Jacqueline Griffin , Andrea G Parker

Societal events shape the Internet's behavior. The death of a prominent public figure, a software launch, or a major sports match can trigger sudden demand surges that overwhelm peering points and content delivery networks. Although these…

Networking and Internet Architecture · Computer Science 2025-09-25 Jonatan Langlet , Mariano Scazzariello , Flavio Luciani , Marta Burocchi , Dejan Kostić , Marco Chiesa

Engaged costumers are a very import part of current social media marketing. Public figures and brands have to be very careful about what to post online. That is why the need for accurate strategies for anticipating the impact of a post…

Social and Information Networks · Computer Science 2019-09-24 Érika S. Rosas-Quezada , Gabriela Ramírez-de-la-Rosa , Esaú Villatoro-Tello

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…

Social and Information Networks · Computer Science 2020-06-02 Damian Konrad Kowalczyk , Lars Kai Hansen

Urban transit agencies increasingly turn to social media to monitor emerging service risks such as crowding, delays, and safety incidents, yet the signals of concern are sparse, short, and easily drowned by routine chatter. We address this…

Machine Learning · Computer Science 2025-12-09 Fatima Ashraf , Muhammad Ayub Sabir , Jiaxin Deng , Junbiao Pang , Haitao Yu

In the recent years, we have witnessed the rapid adoption of social media platforms, such as Twitter, Facebook and YouTube, and their use as part of the everyday life of billions of people worldwide. Given the habit of people to use these…

Social and Information Networks · Computer Science 2018-07-11 Manos Schinas , Symeon Papadopoulos , Yiannis Kompatsiaris , Pericles Mitkas

Urgent societal events demand scientific responses that are both rapid and impactful. Through an adversarial collaboration, we connected bibliometric databases to evaluate the speed and impact of over 2 million scientific publications in…

Digital Libraries · Computer Science 2026-03-23 Nicholas A. Coles , Joao Francisco Goes Braga Takayanagi , Stephen M. Fiore , Lingfei Wu

The public interest in accurate scientific communication, underscored by recent public health crises, highlights how content often loses critical pieces of information as it spreads online. However, multi-platform analyses of this…

Computers and Society · Computer Science 2023-03-14 Sohyeon Hwang , Emőke-Ágnes Horvát , Daniel M. Romero

Stress haunts people in modern society, which may cause severe health issues if left unattended. With social media becoming an integral part of daily life, leveraging social media to detect stress has gained increasing attention. While the…

Machine Learning · Computer Science 2025-05-08 Xin Wang , Ling Feng , Huijun Zhang , Lei Cao , Kaisheng Zeng , Qi Li , Yang Ding , Yi Dai , David Clifton

Social media is nearly ubiquitous in modern life, raising concerns about its societal impacts -- from mental health and polarization to violence and democratic disruption. Yet research on its causal effects is still inconclusive: Various…

Social and Information Networks · Computer Science 2026-04-24 Joseph B. Bak-Coleman , Stephan Lewandowsky , Philipp Lorenz-Spreen , Arvind Narayanan , Amy Orben , Lisa Oswald

Context: X, formerly known as Twitter, is one of the largest social media platforms and has been widely used for communication during research conferences. While previous studies have examined how users engage with X during these events,…

Social and Information Networks · Computer Science 2025-03-04 Rey Ortiz , Sharif Ahmed , Priscilla Salas , Nasir U Eisty

Recent events have led to a burgeoning awareness on the misuse of social media sites to affect political events, sway public opinion, and confuse the voters. Such serious, hostile mass manipulation has motivated a large body of works on…

Social and Information Networks · Computer Science 2020-09-03 Junhao Wang , Sacha Levy , Ren Wang , Aayushi Kulshrestha , Reihaneh Rabbany

News consumption on social media has become ubiquitous, yet how different forms of engagement shape psychosocial outcomes remains unclear. To address this gap, we leveraged a large-scale dataset of ~26M posts and ~45M comments on the…

Social and Information Networks · Computer Science 2026-01-21 Olivia Pal , Agam Goyal , Eshwar Chandrasekharan , Koustuv Saha

Effectively engaging the public with science is vital for fostering trust and understanding in our scientific community. Yet, with an ever-growing volume of information, science communicators struggle to anticipate how audiences will…

Computation and Language · Computer Science 2025-07-24 Jiaxin Pei , Dustin Wright , Isabelle Augenstein , David Jurgens

In the last decade, Social Media platforms such as Twitter have gained importance in the various marketing strategies of companies. This work aims to examine the presence of influential content on a textual level, by investigating…

Social and Information Networks · Computer Science 2022-02-17 Diana C. Hernandez-Bocanegra , Angela Borchert , Felix Brünker , Gautam Kishore Shahi , Björn Ross

We analyze the content of the anonymous online discussion forum Economics Job Market Rumors (EJMR) and document its evolving interactions with external information sources. We focus on three key aspects: the prevalence and impact of links…

General Economics · Economics 2025-01-14 Florian Ederer , Paul Goldsmith-Pinkham , Kyle Jensen