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Research into the classification of Image with Text (IWT) troll memes has recently become popular. Since the online community utilizes the refuge of memes to express themselves, there is an abundance of data in the form of memes. These…

Social and Information Networks · Computer Science 2022-05-11 Shardul Suryawanshi , Bharathi Raja Chakravarthi , Mihael Arcan , Suzanne Little , Paul Buitelaar

This paper considers stochastic bandits with side observations, a model that accounts for both the exploration/exploitation dilemma and relationships between arms. In this setting, after pulling an arm i, the decision maker also observes…

Machine Learning · Computer Science 2012-10-19 Stephane Caron , Branislav Kveton , Marc Lelarge , Smriti Bhagat

Social media platforms are thriving nowadays, so a huge volume of data is produced. As it includes brief and clear statements, millions of people post their thoughts on microblogging sites every day. This paper represents and analyze the…

Social and Information Networks · Computer Science 2021-08-05 Suchandra Dutta , Dhrubasish Sarkar , Sohom Roy , Dipak K. Kole , Premananda Jana

Spearheaded by retail traders on the website reddit, the GameStop short squeeze of early 2021 shows that social media embeds information that correlates with market movements. This paper seeks to examine this relationship by using daily…

Social and Information Networks · Computer Science 2023-11-17 James Baker

This research investigates the growing trend of retail investors participating in certain stocks by organizing themselves on social media platforms, particularly Reddit. Previous studies have highlighted a notable association between Reddit…

Computational Finance · Quantitative Finance 2023-08-22 Tim Matthies , Thomas Löhden , Stephan Leible , Jun-Patrick Raabe

Bitcoin, with its ever-growing popularity, has demonstrated extreme price volatility since its origin. This volatility, together with its decentralised nature, make Bitcoin highly subjective to speculative trading as compared to more…

Statistical Finance · Quantitative Finance 2024-06-13 Yanzhao Zou , Dorien Herremans

A key challenge in social network analysis is understanding the position, or stance, of people in the graph on a large set of topics. While past work has modeled (dis)agreement in social networks using signed graphs, these approaches have…

Social and Information Networks · Computer Science 2022-12-16 John Pougué-Biyong , Akshay Gupta , Aria Haghighi , Ahmed El-Kishky

Predicting financial returns accurately poses a significant challenge due to the inherent uncertainty in financial time series data. Enhancing prediction models' performance hinges on effectively capturing both social and financial…

Computational Engineering, Finance, and Science · Computer Science 2024-03-08 Raffaele Giuseppe Cestari , Simone Formentin

The rapid spread of information over social media influences quantitative trading and investments. The growing popularity of speculative trading of highly volatile assets such as cryptocurrencies and meme stocks presents a fresh challenge…

Computation and Language · Computer Science 2022-06-14 Ramit Sawhney , Shivam Agarwal , Vivek Mittal , Paolo Rosso , Vikram Nanda , Sudheer Chava

Microblogs are increasingly exploited for predicting prices and traded volumes of stocks in financial markets. However, it has been demonstrated that much of the content shared in microblogging platforms is created and publicized by bots…

Social and Information Networks · Computer Science 2020-06-29 Stefano Cresci , Fabrizio Lillo , Daniele Regoli , Serena Tardelli , Maurizio Tesconi

Social media creates crucial mass changes, as popular posts and opinions cast a significant influence on users' decisions and thought processes. For example, the recent Reddit uprising inspired by r/wallstreetbets which had remarkable…

Machine Learning · Computer Science 2021-06-18 Juno Kim

Currency trading (Forex) is the largest world market in terms of volume. We analyze trading and tweeting about the EUR-USD currency pair over a period of three years. First, a large number of tweets were manually labeled, and a Twitter…

Social and Information Networks · Computer Science 2018-07-23 Igor Mozetič , Peter Gabrovšek , Petra Kralj Novak

WeChat is the largest social instant messaging platform in China, with 1.1 billion monthly active users. "Top Stories" is a novel friend-enhanced recommendation engine in WeChat, in which users can read articles based on preferences of both…

Social and Information Networks · Computer Science 2021-03-05 Fanjin Zhang , Jie Tang , Xueyi Liu , Zhenyu Hou , Yuxiao Dong , Jing Zhang , Xiao Liu , Ruobing Xie , Kai Zhuang , Xu Zhang , Leyu Lin , Philip S. Yu

Recent decades have witnessed online social media being a big-data window for quantificationally testifying conventional social theories and exploring much detailed human behavioral patterns. In this paper, by tracing the emoticon use in…

Social and Information Networks · Computer Science 2016-02-17 Yue Hu , Jichang Zhao , Junjie Wu

As our reliance on social media platforms and web services increase day by day, exploiters view these platforms as an opportunity to manipulate our thoughts ad actions. These platforms have become an open playground for social bot accounts.…

This paper addresses the problem of risk prediction on social media data, specifically focusing on the classification of Reddit users as having a pathological gambling disorder. To tackle this problem, this paper focuses on incorporating…

Computation and Language · Computer Science 2024-03-29 Angelina Parfenova , Marianne Clausel

There has been growing interest in applying NLP techniques in the financial domain, however, resources are extremely limited. This paper introduces StockEmotions, a new dataset for detecting emotions in the stock market that consists of…

Computation and Language · Computer Science 2023-11-29 Jean Lee , Hoyoul Luis Youn , Josiah Poon , Soyeon Caren Han

For decades, the world of financial advisors has been dominated by large investment banks such as Goldman Sachs. In recent years, user-contributed investment services such as SeekingAlpha and StockTwits have grown to millions of users. In…

Social and Information Networks · Computer Science 2014-06-05 Gang Wang , Tianyi Wang , Bolun Wang , Divya Sambasivan , Zengbin Zhang , Haitao Zheng , Ben Y. Zhao

WeChat is a mobile messaging application that has 549 million active users as of Q1 2015, and "WeChat Moments" (WM) serves its social-networking function that allows users to post/share links of web pages. WM differs from the other social…

Computers and Society · Computer Science 2016-11-17 Zhuqi Li , Lin Chen , Yichong Bai , Kaigui Bian , Pan Zhou

Community detection is an important task in network analysis, in which we aim to learn a network partition that groups together vertices with similar community-level connectivity patterns. By finding such groups of vertices with similar…

Machine Learning · Statistics 2015-05-25 Christopher Aicher , Abigail Z. Jacobs , Aaron Clauset