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Intelligent algorithms increasingly shape the content we encounter and engage with online. TikTok's For You feed exemplifies extreme algorithm-driven curation, tailoring the stream of video content almost exclusively based on users'…

Physics and Society · Physics 2025-03-27 Fabian Baumann , Nipun Arora , Iyad Rahwan , Agnieszka Czaplicka

Multimodal sentiment analysis is an increasingly popular research area, which extends the conventional language-based definition of sentiment analysis to a multimodal setup where other relevant modalities accompany language. In this paper,…

Computation and Language · Computer Science 2017-07-25 Amir Zadeh , Minghai Chen , Soujanya Poria , Erik Cambria , Louis-Philippe Morency

Short-form video platforms like TikTok reshape how politicians communicate and have become important tools for electoral campaigning. Yet it remains unclear what kinds of political messages gain traction in these fast-paced, algorithmically…

Social and Information Networks · Computer Science 2025-09-15 Kirill Solovev , Chiara Drolsbach , Emma Demirel , Nicolas Pröllochs

Social media, as a means for computer-mediated communication, has been extensively used to study the sentiment expressed by users around events or topics. There is however a gap in the longitudinal study of how sentiment evolved in social…

Social and Information Networks · Computer Science 2025-03-25 Wenjie Yin , Rabab Alkhalifa , Arkaitz Zubiaga

Sentiment analysis (or opinion mining) on Twitter data has attracted much attention recently. One of the system's key features, is the immediacy in communication with other users in an easy, user-friendly and fast way. Consequently, people…

Databases · Computer Science 2016-02-04 Nikolaos Nodarakis , Spyros Sioutas , Athanasios Tsakalidis , Giannis Tzimas

The (re)creation and distribution of cultural products such as music are increasingly shaped by digital platforms. This study explores how TikTok and Spotify, situated in different governance and user contexts, could influence digital music…

Social and Information Networks · Computer Science 2026-03-10 Na Ta , Fang Jiao , Cong Lin , Cuihua Shen

Digital cryptocurrencies such as Bitcoin have exploded in recent years in both popularity and value. By their novelty, cryptocurrencies tend to be both volatile and highly speculative. The capricious nature of these coins is helped…

Social and Information Networks · Computer Science 2023-03-06 Aos Mulahuwaish , Matthew Loucks , Basheer Qolomany , Ala Al-Fuqaha

The increasing importance of videos as a medium for engagement, communication, and content creation makes them critical for organizations to consider for user feedback. However, sifting through vast amounts of video content on social media…

Human-Computer Interaction · Computer Science 2023-07-26 Manish Sihag , Ze Shi Li , Amanda Dash , Nowshin Nawar Arony , Kezia Devathasan , Neil Ernst , Alexandra Albu , Daniela Damian

We study the relationship between the sentiment levels of Twitter users and the evolving network structure that the users created by @-mentioning each other. We use a large dataset of tweets to which we apply three sentiment scoring…

Social and Information Networks · Computer Science 2016-04-13 Nathaniel Charlton , Colin Singleton , Danica Vukadinović Greetham

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

Cryptocurrencies fluctuate in markets with high price volatility, posing significant challenges for investors. To aid in informed decision-making, systems predicting cryptocurrency market movements have been developed, typically focusing on…

Machine Learning · Computer Science 2025-05-06 Amit Kumar , Taoran Ji

People worldwide are currently confronted with a number of technological challenges, which act as a potent source of uncertainty. The uncertainty arising from the volatility and unpredictability of technology (such as AI) and its potential…

Artificial Intelligence · Computer Science 2024-07-26 Alina Landowska , Maciej Skorski , Krzysztof Rajda

We study dynamic visual representations as a proxy for investor sentiment about the stock market. Our sentiment index, GIFsentiment, is constructed from millions of posts in the Graphics Interchange Format (GIF) on a leading investment…

Pricing of Securities · Quantitative Finance 2025-12-24 Ming Gu , David Hirshleifer , Siew Hong Teoh , Shijia Wu

Forecasting financial market trends through time series analysis and natural language processing poses a complex and demanding undertaking, owing to the numerous variables that can influence stock prices. These variables encompass a…

Statistical Finance · Quantitative Finance 2023-09-04 Ali Asgarov

Decentraland, a decentralized virtual reality platform operating within the expanding Metaverse ecosystem, utilizes its native MANA token to facilitate virtual asset transactions and governance. This study investigates the integration of…

Computation and Language · Computer Science 2026-05-25 Xintong Wu , Peiting Tsai , Jing Yuan , Michael Yu , Greg Sun , Luyao Zhang

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

Social media have become the main vehicle of information production and consumption online. Millions of users every day log on their Facebook or Twitter accounts to get updates and news, read about their topics of interest, and become…

Social and Information Networks · Computer Science 2017-03-07 Emilio Ferrara , Zeyao Yang

Behavioral economics show us that emotions play an important role in individual behavior and decision-making. Does this also affect collective decision making in a community? Here we investigate whether the community sentiment energy of a…

Social and Information Networks · Computer Science 2017-09-11 Xiang Wang , Chen Wang , Zhaoyun Ding , Min Zhu , Jiumin Huang

In this paper, we investigate the impact of the social media data in predicting the Tehran Stock Exchange (TSE) variables for the first time. We consider the closing price and daily return of three different stocks for this investigation.…

Statistical Finance · Quantitative Finance 2020-03-05 Arezoo Hatefi Ghahfarrokhi , Mehrnoush Shamsfard

This paper presents a cross-domain trend analysis that aims to identify and analyze the relationships between stock prices, stock news on Twitter, and users' behaviors on e-commerce websites. The analysis is based on three datasets: a US…

Statistical Finance · Quantitative Finance 2023-01-02 Aditya Pandey , Haseeba Fathiya , Nivedita Patel
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