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This study investigates the impact of data source diversity on the performance of cryptocurrency forecasting models by integrating various data categories, including technical indicators, on-chain metrics, sentiment and interest metrics,…

投资组合管理 · 定量金融 2025-07-16 Giorgos Demosthenous , Chryssis Georgiou , Eliada Polydorou

Social media have been fundamental in the daily lives of millions of people, but they have raised concerns about content moderation policies, the management of personal data, and their commercial exploitation. The acquisition of Twitter…

社会与信息网络 · 计算机科学 2025-08-26 Simón Peña-Fernández , Ainara Larrondo-Ureta , Jordi Morales-i-Gras

The surge of retail investor activity on social media, exemplified by the 2021 GameStop short squeeze, raised questions about the influence of online sentiment on stock prices. This paper explores whether sentiment derived from social media…

计算与语言 · 计算机科学 2025-08-01 Mateusz Kmak , Kamil Chmurzyński , Kamil Matejuk , Paweł Kotzbach , Jan Kocoń

Our analysis focuses on the stock cryptocurrency market, by studying a group of nineteen cryptocurrencies where their capitalisation is about 99% of the total market. Specifically, it is examined this group of cryptocurrencies for the…

物理与社会 · 物理学 2025-08-29 Stergios Intzes , Georgios D. Papadopoulos , Lykourgos Magafas

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…

社会与信息网络 · 计算机科学 2014-06-05 Gang Wang , Tianyi Wang , Bolun Wang , Divya Sambasivan , Zengbin Zhang , Haitao Zheng , Ben Y. Zhao

Online content creators spend significant time and effort building their user base through a long, often arduous process that requires finding the right "niche" to cater to. So, what incentive is there for an established content creator…

计算机与社会 · 计算机科学 2026-02-27 Alejandro Cuevas , Manoel Horta Ribeiro , Nicolas Christin

Based on 1-minute price changes recorded since year 2012, the fluctuation properties of the rapidly-emerging Bitcoin (BTC) market are assessed over chosen sub-periods, in terms of return distributions, volatility autocorrelation, Hurst…

Bitcoin is a popular digital currency for online payments, realized as a decentralized peer-to-peer electronic cash system. Bitcoin keeps a ledger of all transactions; the majority of the participants decides on the correct ledger. Since…

计算机科学中的逻辑 · 计算机科学 2015-11-16 Kaylash Chaudhary , Ansgar Fehnker , Jaco van de Pol , Marielle Stoelinga

Cryptocurrencies and Blockchain-based technologies are disrupting all markets. While the potential of such technologies remains to be seen, there is a current need to understand emergent patterns of user behavior and token adoption in order…

社会与信息网络 · 计算机科学 2020-05-26 Alfredo J. Morales , Shahar Somin , Yaniv Altshuler , Alex 'Sandy' Pentland

The Web is a vast virtual space where people can share their opinions, impacting all aspects of life and having implications for marketing and communication. The most up-to-date and comprehensive information can be found on social media…

机器学习 · 计算机科学 2023-02-15 Melvin Mokhtari , Ali Seraj , Niloufar Saeedi , Adel Karshenas

The volatility and unpredictability of emerging technologies, such as artificial intelligence (AI), generate significant uncertainty, which is widely discussed on social media. This study examines anticipatory discourse surrounding…

社会与信息网络 · 计算机科学 2025-07-25 Maciej Skorski , Alina Landowska , Krzysztof Rajda

This paper presents an analysis of the role of social media, specifically Twitter, in the context of non-fungible tokens, better known as NFTs. Such emerging technology framing the creation and exchange of digital object, started years ago…

社会与信息网络 · 计算机科学 2022-07-18 Simone Casale-Brunet , Mirko Zichichi , Lee Hutchinson , Marco Mattavelli , Stefano Ferretti

We investigate how users perceive social media account verification, how those perceptions compare to platform practices, and what happens when a gap emerges. We use recent changes in Twitter's verification process as a natural experiment,…

密码学与安全 · 计算机科学 2023-06-27 Madelyne Xiao , Mona Wang , Anunay Kulshrestha , Jonathan Mayer

We present a survey to evaluate crypto-political, crypto-economic, and crypto-governance sentiment in people who are part of a blockchain ecosystem. Based on 3710 survey responses, we describe their beliefs, attitudes, and modes of…

计算机与社会 · 计算机科学 2023-01-10 Lucia M. Korpas , Seth Frey , Joshua Tan

Cryptoassets launched by political figures, e.g., political finance (PoliFi) tokens, have recently attracted attention. Chief among them are the eponymous tokens backed by the 47th president and first lady of the United States,…

物理与社会 · 物理学 2025-12-09 Ignacy Nieweglowski , Aviv Yaish , Fahad Saleh , Fan Zhang

Bitcoin is a peer-to-peer electronic payment system that has rapidly grown in popularity in recent years. Usually, the complete history of Bitcoin blockchain data must be queried to acquire variables with economic meaning. This task has…

综合经济学 · 经济学 2025-08-11 Yulin Liu , Luyao Zhang , Yinhong Zhao

Half a decade after Bitcoin became the first widely used cryptocurrency, blockchains are receiving considerable interest from industry and the research community. Modern blockchains feature services such as name registration and smart…

密码学与安全 · 计算机科学 2016-06-22 Luke Anderson , Ralph Holz , Alexander Ponomarev , Paul Rimba , Ingo Weber

This paper studies the effects of unexpected changes in US monetary policy on digital asset returns. We use event study regressions and find that monetary policy surprises negatively affect BTC and ETH, the two largest digital assets, but…

统计金融 · 定量金融 2023-02-22 Antzelos Kyriazis , Iason Ofeidis , Georgios Palaiokrassas , Leandros Tassiulas

Bitcoin is a "crypto currency", a decentralized electronic payment scheme based on cryptography. Bitcoin economy grows at an incredibly fast rate and is now worth some 10 billions of dollars. Bitcoin mining is an activity which consists of…

密码学与安全 · 计算机科学 2014-12-03 Nicolas T. Courtois , Lear Bahack

In this paper, we analyze the growth patterns of Donald Trump's followers (Trumpists, henceforth) on Twitter. We first construct a random walk model with a time trend to study the growth trend and the effects of public debates. We then…

社会与信息网络 · 计算机科学 2016-03-29 Yu Wang , Jiebo Luo , Richard Niemi , Yuncheng Li
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