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Understanding collective decision making at a large-scale, and elucidating how community organization and community dynamics shape collective behavior are at the heart of social science research. In this work we study the behavior of…

Social and Information Networks · Computer Science 2022-02-08 Abraham Israeli , Alexander Kremiansky , Oren Tsur

Meme tokens represent a distinctive asset class within the cryptocurrency ecosystem, characterized by high community engagement, significant market volatility, and heightened vulnerability to market manipulation. This paper introduces an…

Statistical Finance · Quantitative Finance 2025-06-09 Qiangqiang Liu , Qian Huang , Frank Fan , Haishan Wu , Xueyan Tang

Agent-based modeling (ABM) provides a powerful framework for exploring how individual behaviors and interactions give rise to collective social dynamics. However, most ABMs rely on handcrafted or parameterized agent rules that are not…

Social and Information Networks · Computer Science 2026-01-21 Abdul Sittar , Miha Cesnovar , Alenka Gucek , Marko Grobelnik

One of the most enticing research areas is the stock market, and projecting stock prices may help investors profit by making the best decisions at the correct time. Deep learning strategies have emerged as a critical technique in the field…

Artificial Intelligence · Computer Science 2024-07-26 Karan Pardeshi , Sukhpal Singh Gill , Ahmed M. Abdelmoniem

The rise of online media has incentivized users to adopt various unethical and artificial ways of gaining social growth to boost their credibility within a short time period. In this paper, we introduce ABOME, a novel multi-platform data…

Social and Information Networks · Computer Science 2021-03-30 Hridoy Sankar Dutta , Udit Arora , Tanmoy Chakraborty

How the online social media, like Twitter or its variant Weibo, interacts with the stock market and whether it can be a convincing proxy to predict the stock market have been debated for years, especially for China. As the traditional…

Computers and Society · Computer Science 2017-05-02 Zhenkun Zhou , Ke Xu , Jichang Zhao

Memes have become a distinctive and effective form of communication in the digital era, attracting online communities and cutting across cultural barriers. Even though memes are frequently linked with humor, they have an amazing capacity to…

Computer Vision and Pattern Recognition · Computer Science 2024-01-19 Kazi Toufique Elahi , Tasnuva Binte Rahman , Shakil Shahriar , Samir Sarker , Sajib Kumar Saha Joy , Faisal Muhammad Shah

In contrast to many decades of research on oral code-switching, the study of written multilingual productions has only recently enjoyed a surge of interest. Many open questions remain regarding the sociolinguistic underpinnings of written…

Computation and Language · Computer Science 2019-09-02 Ella Rabinovich , Masih Sultani , Suzanne Stevenson

Whether the online social media, like Twitter or its variant Weibo, can be a convincing proxy to predict the stock market has been debated for years, especially for China. However, as the traditional theory in behavioral finance states, the…

Social and Information Networks · Computer Science 2016-04-29 Zhenkun Zhou , Jichang Zhao , Ke Xu

Macroeconomic variables are known to significantly impact equity markets, but their predictive power for price fluctuations has been underexplored due to challenges such as infrequency and variability in timing of announcements, changing…

General Finance · Quantitative Finance 2025-03-26 Martina Halousková , Štefan Lyócsa

This paper examines how emotional responses to football matches influence online discourse across digital spaces on Reddit. By analysing millions of posts from dozens of subreddits, it demonstrates that real-world events trigger sentiment…

Social and Information Networks · Computer Science 2025-06-06 Mark J. Hill

This paper explores the intersection of Natural Language Processing (NLP) and financial analysis, focusing on the impact of sentiment analysis in stock price prediction. We employ BERTopic, an advanced NLP technique, to analyze the…

Computation and Language · Computer Science 2024-04-05 Enmin Zhu , Jerome Yen

This paper explores the use of emojis in financial sentiment analysis, focusing on the social media platform StockTwits. Emojis, increasingly prevalent in digital communication, have potential as compact indicators of investor sentiment,…

Computation and Language · Computer Science 2026-05-12 Ahmed Mahrous , Roberto Di Pietro

Humans are known to structure social relationships according to certain patterns, such as the Ego Network Model (ENM). These patterns result from our innate cognitive limits and can therefore be observed in the vast majority of large human…

Social and Information Networks · Computer Science 2025-08-28 Jack Tacchi , Chiara Boldrini , Andrea Passarella , Marco Conti

Blockchain technology and decentralized finance (DeFi) are reshaping global financial systems. Despite their impact, the spatial distribution of public sentiment and its economic and geopolitical determinants are often overlooked. This…

General Economics · Economics 2025-02-04 Yuqi Chen , Yifan Li , Kyrie Zhixuan Zhou , Xiaokang Fu , Lingbo Liu , Shuming Bao , Daniel Sui , Luyao Zhang

Stock trend prediction is crucial for profitable trading strategies and portfolio management yet remains challenging due to market volatility, complex temporal dynamics and multifaceted inter-stock relationships. Existing methods struggle…

Machine Learning · Computer Science 2025-11-04 Peilin Tan , Chuanqi Shi , Dian Tu , Liang Xie

What is the role of social interactions in the creation of price bubbles? Answering this question requires obtaining collective behavioural traces generated by the activity of a large number of actors. Digital currencies offer a unique…

Physics and Society · Physics 2014-08-11 David Garcia , Claudio Juan Tessone , Pavlin Mavrodiev , Nicolas Perony

Understanding emotion expressed in language has a wide range of applications, from building empathetic chatbots to detecting harmful online behavior. Advancement in this area can be improved using large-scale datasets with a fine-grained…

Computation and Language · Computer Science 2020-06-04 Dorottya Demszky , Dana Movshovitz-Attias , Jeongwoo Ko , Alan Cowen , Gaurav Nemade , Sujith Ravi

This paper investigates the interplay between information diffusion in social networks and its impact on financial markets with an Agent-Based Model (ABM). Agents receive and exchange information about an observable stochastic component of…

General Economics · Economics 2024-12-24 Tommaso Di Francesco , Daniel Torren Peraire

Social groups are fundamental elements of any social system. Their emergence and evolution are closely related to the structure and dynamics of a social system. Research on social groups was primarily focused on the growth and the structure…

Physics and Society · Physics 2022-12-09 Ana Vranić , Jelena Smiljanić , Marija Mitrović Dankulov
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