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In the last couple decades, social network services like Twitter have generated large volumes of data about users and their interests, providing meaningful business intelligence so organizations can better understand and engage their…

Computation and Language · Computer Science 2017-12-01 Angela Lin

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

Non-fungible tokens (NFTs) as a decentralized proof of ownership represent one of the main reasons why Ethereum is a disruptive technology. This paper presents the first systematic study of the interactions occurring in a number of NFT…

Social and Information Networks · Computer Science 2021-10-26 S. Casale-Brunet , P. Ribeca , P. Doyle , M. Mattavelli

Stock price prediction can be made more efficient by considering the price fluctuations and understanding the sentiments of people. A limited number of models understand financial jargon or have labelled datasets concerning stock price…

Statistical Finance · Quantitative Finance 2021-03-31 Mukul Jaggi , Priyanka Mandal , Shreya Narang , Usman Naseem , Matloob Khushi

In the burgeoning realm of cryptocurrency, social media platforms like Twitter have become pivotal in influencing market trends and investor sentiments. In our study, we leverage GPT-4 and a fine-tuned transformer-based BERT model for a…

Computational Finance · Quantitative Finance 2024-05-07 Xiaorui Zuo , Yao-Tsung Chen , Wolfgang Karl Härdle

Social Networks represent one of the most important online sources to share content across a world-scale audience. In this context, predicting whether a post will have any impact in terms of engagement is of crucial importance to drive the…

Social and Information Networks · Computer Science 2023-06-21 Marco Arazzi , Marco Cotogni , Antonino Nocera , Luca Virgili

The smart contract-based markets for non-fungible tokens (NFTs) on the Ethereum blockchain have seen tremendous growth in 2021, with trading volumes peaking at 3.5b in September 2021. This dramatic surge has led to industry observers…

Cryptography and Security · Computer Science 2022-02-09 Victor von Wachter , Johannes Rude Jensen , Ferdinand Regner , Omri Ross

Recently, large language models (LLMs) like ChatGPT have demonstrated remarkable performance across a variety of natural language processing tasks. However, their effectiveness in the financial domain, specifically in predicting stock…

Computation and Language · Computer Science 2023-05-01 Qianqian Xie , Weiguang Han , Yanzhao Lai , Min Peng , Jimin Huang

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…

Non-fungible tokens (NFTs) serve as a representative form of digital asset ownership and have attracted numerous investors, creators, and tech enthusiasts in recent years. However, related fraud activities, especially phishing scams, have…

Cryptography and Security · Computer Science 2025-12-02 Wenkai Li , Zongwei Li , Xiaoqi Li , Chunyi Zhang , Xiaoyan Zhang , Yuqing Zhang

Stock price movements are influenced by many factors, and alongside historical price data, tex-tual information is a key source. Public news and social media offer valuable insights into market sentiment and emerging events. These sources…

Computational Engineering, Finance, and Science · Computer Science 2025-07-29 Wenyan Xu , Dawei Xiang , Rundong Wang , Yonghong Hu , Liang Zhang , Jiayu Chen , Zhonghua Lu

We argue that the technical foundations of non-fungible tokens (NFTs) remain inadequately understood. Prior research has focused on market dynamics, user behavior, and isolated security incidents, yet systematic analysis of the standards…

Cryptography and Security · Computer Science 2025-08-12 Minfeng Qi , Qin Wang , Guangsheng Yu , Ruiqiang Li , Victor Zhou , Shiping Chen

Recommendations Systems have been identified to be one of the integral elements of driving sales in e-commerce sites. The utilization of opinion mining data extracted from trends has been attempted to improve the recommendations that can be…

Information Retrieval · Computer Science 2022-05-24 Dinuka Ravijaya Piyadigama , Guhanathan Poravi

Extreme pricing anomalies may occur unexpectedly without a trivial cause, and equity traders typically experience a meticulous process to source disparate information and analyze its reliability before integrating it into the trusted…

Statistical Finance · Quantitative Finance 2022-03-17 Pok Wah Chan

This paper examines the effects of inherent risks in the emerging technology of non-fungible tokens and proposes an actionable set of solutions for stakeholders in this ecosystem and observers. Web3 and NFTs are a fast-growing 300 billion…

Computers and Society · Computer Science 2024-09-02 Yash Gupta , Jayanth Kumar , Andrew Reifers

Recent years have witnessed the availability of richer and richer datasets in a variety of domains, where signals often have a multi-modal nature, blending temporal, relational and semantic information. Within this context, several works…

Social and Information Networks · Computer Science 2023-03-21 Haaroon Yousaf , Naomi A. Arnold , Renaud Lambiotte , Timothy LaRock , Richard G. Clegg , Peijie Zhong , Alhamza Alnaimi , Ben Steer

As cryptocurrency evolved, new financial instruments, such as lending and borrowing protocols, currency exchanges, fungible and non-fungible tokens (NFT), staking and mining protocols have emerged. A financial ecosystem built on top of a…

Trading and Market Microstructure · Quantitative Finance 2023-10-12 Priyanka Bose , Dipanjan Das , Fabio Gritti , Nicola Ruaro , Christopher Kruegel , Giovanni Vigna

NFTs (Non-Fungible Tokens) are blockchain-based cryptographic tokens to represent ownership of unique content such as images, videos, or 3D objects. Despite NFTs' increasing popularity and skyrocketing trading prices, little is known about…

Computers and Society · Computer Science 2022-02-01 Tanusree Sharma , Zhixuan Zhou , Yun Huang , Yang Wang

A non-fungible token (NFT) is a data unit stored on the blockchain. Nowadays, more and more investors and collectors (NFT traders), who participate in transactions of NFTs, have an urgent need to assess the performance of NFTs. However,…

Computer Vision and Pattern Recognition · Computer Science 2023-07-04 Fan Yan , Xumeng Wang , Ketian Mao , Wei Zhang , Wei Chen

The availability of data on digital traces is growing to unprecedented sizes, but inferring actionable knowledge from large-scale data is far from being trivial. This is especially important for computational finance, where digital traces…

Social and Information Networks · Computer Science 2016-05-13 David Garcia , Frank Schweitzer
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