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In today's cross-platform social media landscape, understanding factors that drive engagement for multimodal content, especially text paired with visuals, remains complex. This study investigates how rewriting Reddit post titles adapted…

Social and Information Networks · Computer Science 2025-05-08 Yibo Hu , Yiqiao Jin , Meng Ye , Ajay Divakaran , Srijan Kumar

Financial events negatively affect emotional well-being, but large-scale studies examining their impact on online emotional expression using real-time social media data remain limited. To address this gap, we propose analyzing Reddit…

Human-Computer Interaction · Computer Science 2026-04-22 Aryan Ramchandra Kapadia , Niharika Bhattacharjee , Mung Yao Jia , Ishq Gupta , Dong Wang , Koustuv Saha

Being able to predict stock prices might be the unspoken wish of stock investors. Although stock prices are complicated to predict, there are many theories about what affects their movements, including interest rates, news and social media.…

Machine Learning · Computer Science 2021-05-05 Roderick Karlemstrand , Ebba Leckström

Financial and gambling markets are ostensibly similar and hence strategies from one could potentially be applied to the other. Financial markets have been extensively studied, resulting in numerous theorems and models, while gambling…

Statistical Finance · Quantitative Finance 2026-05-13 Haoyu Liu , Carl Donovan , Valentin Popov

Substance use disorders (SUDs) are a growing concern globally, necessitating enhanced understanding of the problem and its trends through data-driven research. Social media are unique and important sources of information about SUDs,…

Computation and Language · Computer Science 2024-05-13 Yao Ge , Sudeshna Das , Karen O'Connor , Mohammed Ali Al-Garadi , Graciela Gonzalez-Hernandez , Abeed Sarker

The rise of ChatGPT has brought a notable shift to the AI sector, with its exceptional conversational skills and deep grasp of language. Recognizing its value across different areas, our study investigates ChatGPT's capacity to predict…

Statistical Finance · Quantitative Finance 2023-11-14 Ummara Mumtaz , Summaya Mumtaz

Public opinion influences events, especially related to stock market movement, in which a subtle hint can influence the local outcome of the market. In this paper, we present a dataset that allows for company-level analysis of tweet based…

Computation and Language · Computer Science 2020-06-18 Karolina Sowinska , Pranava Madhyastha

Cryptocurrencies have recently experienced a new wave of price volatility and interest; activity within social media communities relating to cryptocurrencies has increased significantly. There is currently limited documented knowledge of…

Social and Information Networks · Computer Science 2018-07-02 Ross C. Phillips , Denise Gorse

The importance of considering related stocks data for the prediction of stock price movement has been shown in many studies, however, advanced graphical techniques for modeling, embedding and analyzing the behavior of interrelated stocks…

Trading and Market Microstructure · Quantitative Finance 2022-09-01 Alireza Jafari , Saman Haratizadeh

Using a method rooted in information theory, we present results that have identified a large set of stocks for which social media can be informative regarding financial volatility. By clustering stocks based on the joint feature sets of…

Computational Finance · Quantitative Finance 2018-11-27 Jonathan Manfield , Derek Lukacsko , Thársis T. P. Souza

In order to uncover users' attitudes towards ChatGPT in mental health, this study examines public opinions about ChatGPT in mental health discussions on Reddit. Researchers used the bert-base-multilingual-uncased-sentiment techniques for…

Computers and Society · Computer Science 2023-11-28 Yunna Cai , Fan Wang , Haowei Wang , Qianwen Qian

The rise of social media platforms has brought about a new digital culture called memes. Memes, which combine visuals and text, can strongly influence public opinions on social and cultural issues. As a result, people have become interested…

Computation and Language · Computer Science 2023-12-12 Ming Shan Hee , Aditi Kumaresan , Nguyen Khoi Hoang , Nirmalendu Prakash , Rui Cao , Roy Ka-Wei Lee

The stock market provides a rich well of information that can be split across modalities, making it an ideal candidate for multimodal evaluation. Multimodal data plays an increasingly important role in the development of machine learning…

Artificial Intelligence · Computer Science 2024-11-12 Benjamin Iyoya Irving , Annika Marie Schoene

Reputation systems concern soft security dynamics in diverse areas. Trust dynamics in a reputation system should be stable and adaptable at the same time to serve the purpose. Many reputation mechanisms have been proposed and tested over…

Social and Information Networks · Computer Science 2019-03-15 Ekaterina Yashkina , Arseny Pinigin , JooYoung Lee , Manuel Mazzara , Akinlolu Solomon Adekotujo , Adam Zubair , Luca Longo

This paper uses a multi-layer network model to study deliberation in online discussion platforms, focusing on the Reddit platform. The model comprises two layers: a discussion layer, which represents the comment-to-comment replies as a…

Social and Information Networks · Computer Science 2024-10-30 Tianshu Gao , Mengbin Ye , Robert Ackland

Stock prices are driven by various factors. In particular, many individual investors who have relatively little financial knowledge rely heavily on the information from news stories when making investment decisions in the stock market.…

Information Retrieval · Computer Science 2019-09-04 EunJeong Hwang , Yong-Hyuk Kim

After the COVID-19 pandemic caused internet usage to grow by 70%, there has been an increased number of people all across the world using social media. Applications like Twitter, Meta Threads, YouTube, and Reddit have become increasingly…

Computation and Language · Computer Science 2023-11-01 Anthony Olakangil , Cindy Wang , Justin Nguyen , Qunbo Zhou , Kaavya Jethwa , Jason Li , Aryan Narendra , Nishk Patel , Arjun Rajaram

Using machine learning and alternative data for the prediction of financial markets has been a popular topic in recent years. Many financial variables such as stock price, historical volatility and trade volume have already been through…

Computational Finance · Quantitative Finance 2020-09-18 Thomas Dierckx , Jesse Davis , Wim Schoutens

Platforms like Reddit and Twitter offer internet users an opportunity to talk about diverse issues, including those pertaining to physical and mental health. Some of these forums also function as a safe space for severely distressed mental…

Social and Information Networks · Computer Science 2020-07-21 Sagar Joglekar , Sumithra Velupillai , Rina Dutta , Nishanth Sastry

This paper introduces a new risk-on risk-off strategy for the stock market, which combines a financial stress indicator with a sentiment analysis done by ChatGPT reading and interpreting Bloomberg daily market summaries. Forecasts of market…

Statistical Finance · Quantitative Finance 2024-04-02 Baptiste Lefort , Eric Benhamou , Jean-Jacques Ohana , David Saltiel , Beatrice Guez , Thomas Jacquot