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Social media is increasingly used by humans to express their feelings and opinions in the form of short text messages. Detecting sentiments in the text has a wide range of applications including identifying anxiety or depression of…

Computation and Language · Computer Science 2018-07-23 Shaunak Joshi , Deepali Deshpande

We study the problem of predicting the future performance of cryptocurrencies using social media data. We propose a new model to measure the engagement of users with topics discussed on social media based on interactions with social media…

Social and Information Networks · Computer Science 2023-07-19 Khizar Qureshi , Tauhid Zaman

Sentiment analysis using big data from YouTube videos metadata can be conducted to analyze public opinions on various political figures who represent political parties. This is possible because YouTube has become one of the platforms for…

Computation and Language · Computer Science 2023-09-29 Danendra Athallariq Harya Putra , Arief Purnama Muharram

Temporal data distribution shift is prevalent in the financial text. How can a financial sentiment analysis system be trained in a volatile market environment that can accurately infer sentiment and be robust to temporal data distribution…

Computation and Language · Computer Science 2023-10-20 Yue Guo , Chenxi Hu , Yi Yang

Analysing sentiment of tweets is important as it helps to determine the users' opinion. Knowing people's opinion is crucial for several purposes starting from gathering knowledge about customer base, e-governance, campaigning and many more.…

Computation and Language · Computer Science 2016-11-30 Lahari Poddar , Kishaloy Halder , Xianyan Jia

Academics increasingly acknowledge the predictive power of social media for a wide variety of events and, more specifically, for financial markets. Anecdotal and empirical findings show that cryptocurrencies are among the financial assets…

Social and Information Networks · Computer Science 2024-11-11 Meysam Alizadeh , Yasaman Asgari , Zeynab Samei , Sara Yari , Shirin Dehghani , Mael Kubli , Darya Zare , Juan Diego Bermeo , Veronika Batzdorfer , Fabrizio Gilardi

We report on the use of sentiment analysis on news and social media to analyze and predict the price of Bitcoin. Bitcoin is the leading cryptocurrency and has the highest market capitalization among digital currencies. Predicting Bitcoin…

Information Retrieval · Computer Science 2020-02-04 Pratikkumar Prajapati

Sentiment Analysis is currently a vital area of research. With the advancement in the use of the internet, the creation of social media, websites, blogs, opinions, ratings, etc. has increased rapidly. People express their feedback and…

Machine Learning · Computer Science 2022-05-24 Tanvi Mehta , Ganesh Deshmukh

Emoji reactions are a frequently used feature of messaging platforms, yet their communicative role remains understudied. Prior work on emojis has focused predominantly on in-text usage, showing that emojis embedded in messages tend to…

Human-Computer Interaction · Computer Science 2025-12-22 Serena Tardelli , Lorenzo Alvisi , Lorenzo Cima , Stefano Cresci , Maurizio Tesconi

Social media platforms and online forums generate rapid and increasing amount of textual data. Businesses, government agencies, and media organizations seek to perform sentiment analysis on this rich text data. The results of these…

Computation and Language · Computer Science 2020-09-29 Muhammad Haroon Shakeel , Turki Alghamidi , Safi Faizullah , Imdadullah Khan

Social media has transformed the advertising landscape, becoming an essential tool for reaching and connecting with consumers. Its sharing and engagement features amplify brand exposure, while its cost-effective options provide businesses…

Computers and Society · Computer Science 2024-02-02 Ekansh Agrawal

Social media signals have been successfully used to develop large-scale predictive and anticipatory analytics. For example, forecasting stock market prices and influenza outbreaks. Recently, social data has been explored to forecast price…

Statistical Finance · Quantitative Finance 2019-07-02 Maria Glenski , Tim Weninger , Svitlana Volkova

To study emotions at the macroscopic level, affective scientists have made extensive use of sentiment analysis on social media text. However, this approach can suffer from a series of methodological issues with respect to sampling biases…

Social and Information Networks · Computer Science 2022-07-05 Max Pellert , Hannah Metzler , Michael Matzenberger , David Garcia

Nowadays, people from all around the world use social media sites to share information. Twitter for example is a platform in which users send, read posts known as tweets and interact with different communities. Users share their daily…

Computation and Language · Computer Science 2020-07-14 Antony Samuels , John Mcgonical

TikTok currently is the fastest growing social media platform with over 1 billion active monthly users of which the majority is from generation Z. Arguably, its most important success driver is its recommendation system. Despite the…

Human-Computer Interaction · Computer Science 2022-01-31 Maximilian Boeker , Aleksandra Urman

TikTok is a social media platform that has gained immense popularity over the last few years, particularly among younger demographics, due to the viral trends and challenges shared worldwide. The recent release of a free Research API opens…

Computers and Society · Computer Science 2024-04-05 Francesco Corso , Francesco Pierri , Gianmarco De Francisci Morales

Micro-blogging sources such as the Twitter social network provide valuable real-time data for market prediction models. Investors' opinions in this network follow the fluctuations of the stock markets and often include educated speculations…

This paper presents a large-scale analysis of the cryptocurrency community on Reddit, shedding light on the intricate relationship between the evolution of their activity, emotional dynamics, and price movements. We analyze over 130M posts…

Cryptography and Security · Computer Science 2023-12-15 Kostantinos Papadamou , Jay Patel , Jeremy Blackburn , Philipp Jovanovic , Emiliano De Cristofaro

Whether genuine communities can form on algorithmically-driven short-form video platforms like TikTok remains an open question, given that user interactions are often brief, dispersed, and difficult to trace. Building on theories of tie…

Social and Information Networks · Computer Science 2026-03-25 Charles Bickham , Minh Duc Chu , Arianna Yuan , Valerie Lookingbill , Ehsan Mohammadi , Stuart Murray , Kristina Lerman , Emilio Ferrara

Blockchain technology has revolutionized the financial landscape, with cryptocurrencies gaining widespread adoption for their decentralized and transparent nature. As the sentiment expressed on social media platforms can significantly…

Computation and Language · Computer Science 2023-10-23 Rahman S M Wahidur , Ishmam Tashdeed , Manjit Kaur , Heung-No-Lee