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Cryptocurrency markets have attracted many interest for global investors because of their novelty, wide online availability, increasing capitalization and potential profits. In the econophysics tradition we show that many of the most…

物理与社会 · 物理学 2022-11-23 Noe Rodriguez-Rodriguez , Octavio Miramontes

We explore linguistic and behavioral features of dogmatism in social media and construct statistical models that can identify dogmatic comments. Our model is based on a corpus of Reddit posts, collected across a diverse set of…

计算与语言 · 计算机科学 2016-09-05 Ethan Fast , Eric Horvitz

The possibility to analyze everyday monetary transactions is limited by the scarcity of available data, as this kind of information is usually considered highly sensitive. Present econophysics models are usually employed on presumed random…

物理与社会 · 物理学 2014-04-01 Dániel Kondor , Márton Pósfai , István Csabai , Gábor Vattay

Almost a decade on from the launch of Bitcoin, cryptocurrencies continue to generate headlines and intense debate. What started as an underground experiment by a rag tag group of programmers armed with a Libertarian manifesto has now…

综合经济学 · 经济学 2018-11-15 Hina Binte Haq , Syed Taha Ali

This research paper presents a thorough economic analysis of Bitcoin and its impact. We delve into fundamental principles, and technological evolution into a prominent decentralized digital currency. Analysing Bitcoin's economic dynamics,…

综合经济学 · 经济学 2023-10-18 Ishmeet Matharoo

Utilizing graph analytics and learning has proven to be an effective method for exploring aspects of crypto economics such as network effects, decentralization, tokenomics, and fraud detection. However, the majority of existing research…

计算工程、金融与科学 · 计算机科学 2024-03-12 Bingqiao Luo

Cryptocoins (i.e., Bitcoin, Ether, Litecoin) are tradable digital assets. Ownerships of cryptocoins are registered on distributed ledgers (i.e., blockchains). Secure encryption techniques guarantee the security of the transactions…

计算工程、金融与科学 · 计算机科学 2024-09-06 Pasquale De Rosa , Pascal Felber , Valerio Schiavoni

Predicting stock market is vital for investors and policymakers, acting as a barometer of the economic health. We leverage social media data, a potent source of public sentiment, in tandem with macroeconomic indicators as…

人工智能 · 计算机科学 2023-12-08 Shengkun Wang , YangXiao Bai , Taoran Ji , Kaiqun Fu , Linhan Wang , Chang-Tien Lu

Recent technological advancements have resulted in a surge in online trading, raising severe concerns about theft and fraud, especially on platforms like Bitcoin OTC (over-the-counter), where users' identities remain anonymous. To mitigate…

社会与信息网络 · 计算机科学 2021-08-20 Harsh Patel , Shivam Sahni , Pushkar Mujumdar

During sudden onset crisis events, the presence of spam, rumors and fake content on Twitter reduces the value of information contained on its messages (or "tweets"). A possible solution to this problem is to use machine learning to…

密码学与安全 · 计算机科学 2015-02-02 Aditi Gupta , Ponnurangam Kumaraguru , Carlos Castillo , Patrick Meier

The fast-growing cryptocurrency sector presents both challenges and opportunities for businesses and consumers alike. This study investigates the knowledge, expertise, and buying habits of people who shop using cryptocurrencies. Our survey…

计算机与社会 · 计算机科学 2025-10-16 Massimiliano Silenzi , Umut Can Cabuk , Enis Karaarslan , Omer Aydin

In May 2022, an apparent speculative attack, followed by market panic, led to the precipitous downfall of UST, one of the most popular stablecoins at that time. However, UST is not the only stablecoin to have been depegged in the past.…

计算机科学与博弈论 · 计算机科学 2023-07-26 Yujin Kwon , Kornrapat Pongmala , Kaihua Qin , Ariah Klages-Mundt , Philipp Jovanovic , Christine Parlour , Arthur Gervais , Dawn Song

Cryptocurrency is a well-developed blockchain technology application that is currently a heated topic throughout the world. The public availability of transaction histories offers an opportunity to analyze and compare different…

统计金融 · 定量金融 2018-08-28 Jiaqi Liang , Linjing Li , Daniel Zeng

We show Bitcoin implied volatility on a 5 minute time horizon is modestly predictable from price, volatility momentum and alternative data including sentiment and engagement. Lagged Bitcoin index price and volatility movements contribute to…

统计金融 · 定量金融 2020-10-30 Faizaan Pervaiz , Christopher Goh , Ashley Pennington , Samuel Holt , James West , Shaun Ng

This paper analyzes correlations and causalities between Bitcoin market indicators and Twitter posts containing emotional signals on Bitcoin. Within a timeframe of 104 days (November 23rd 2013 - March 7th 2014), about 160,000 Twitter posts…

社会与信息网络 · 计算机科学 2016-01-19 Jermain Kaminski

Cryptocurrencies are gaining more popularity due to their security, making counterfeits impossible. However, these digital currencies have been criticized for creating a large carbon footprint due to their algorithmic complexity and…

计算机与社会 · 计算机科学 2022-06-08 Altanai Bisht , Arielle Wilson , Zachary Jeffreys , Shadrokh Samavi

The growth potential of a crypto(currency) project can be measured by the use cases spurred by the underlying technology. However, these projects are usually distributed, with a weak feedback schemes. Hence, a metric that is widely used as…

密码学与安全 · 计算机科学 2024-09-04 Maurantonio Caprolu , Roberto Di Pietro , Flavio Lombardi , Elia Onofri

This work aims to analyse the predictability of price movements of cryptocurrencies on both hourly and daily data observed from January 2017 to January 2021, using deep learning algorithms. For our experiments, we used three sets of…

统计金融 · 定量金融 2021-02-18 Marco Ortu , Nicola Uras , Claudio Conversano , Giuseppe Destefanis , Silvia Bartolucci

In this study the cross-correlations between the cryptocurrency market represented by the two most liquid and highest-capitalized cryptocurrencies: bitcoin and ethereum, on the one side, and the instruments representing the traditional…

统计金融 · 定量金融 2023-03-02 Marcin Wątorek , Jarosław Kwapień , Stanisław Drożdż

Cryptocurrencies as a new way of transferring assets and securing financial transactions have gained popularity in recent years. Transactions in cryptocurrencies are publicly available, hence, statistical studies on different aspects of…

社会与信息网络 · 计算机科学 2019-09-17 Amir Pasha Motamed , Behnam Bahrak