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This paper uses new and recently introduced methodologies to study the similarity in the dynamics and behaviours of cryptocurrencies and equities surrounding the COVID-19 pandemic. We study two collections; 45 cryptocurrencies and 72…

统计金融 · 定量金融 2021-07-30 Nick James

Social systems are characterized by an enormous network of connections and factors that can influence the structure and dynamics of these systems. All financial markets, including the cryptocurrency market, belong to the economical sphere…

We examine how skewness interacts with kurtosis within the cryptocurrency market. We show that during the COVID-19 pandemic there are more clusters of observations around the two flanks, highlighting the presence of a volatile behavior.…

综合金融 · 定量金融 2025-05-29 Ariston Karagiorgis , Antonis Ballis , Konstantinos Drakos , Christos Kallandranis

This study examines the impact of the coronavirus disease 2019 (COVID-19) pandemic on market efficiency by analyzing three time series -- price returns, absolute returns, and volatility increments -- in stock (Deutscher Aktienindex, Nikkei…

统计金融 · 定量金融 2025-05-16 Tetsuya Takaishi

This paper discusses the dynamics of intraday prices of twelve cryptocurrencies during last months' boom and bust. The importance of this study lies on the extended coverage of the cryptoworld, accounting for more than 90\% of the total…

统计金融 · 定量金融 2018-08-07 Aurelio F. Bariviera , Luciano Zunino , Osvaldo A. Rosso

This paper introduces new methods to study behaviours among the 52 largest cryptocurrencies between 01-01-2019 and 30-06-2021. First, we explore evolutionary correlation behaviours and apply a recently proposed turning point algorithm to…

统计金融 · 定量金融 2022-11-15 Nick James , Max Menzies

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

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

The review introduces the history of cryptocurrencies, offering a description of the blockchain technology behind them. Differences between cryptocurrencies and the exchanges on which they are traded have been shown. The central part…

This research examines the correlations between the return volatility of cryptocurrencies, global stock market indices, and the spillover effects of the COVID-19 pandemic. For this purpose, we employed a two-stage multivariate volatility…

风险管理 · 定量金融 2023-07-26 Apostolos Ampountolas

This paper investigates the temporal patterns of activity in the cryptocurrency market with a focus on Bitcoin, Ethereum, Dogecoin, and WINkLink from January 2020 to December 2022. Market activity measures - logarithmic returns, volume, and…

交易与市场微观结构 · 定量金融 2023-08-22 Marcin Wątorek , Maria Skupień , Jarosław Kwapień , Stanisław Drożdż

The cryptocurrency market presents both significant investment opportunities and higher risks relative to traditional financial assets. This study examines the tail behavior of daily returns for two leading cryptocurrencies, Bitcoin and…

统计金融 · 定量金融 2025-07-04 A. H. Nzokem

Unlike price fluctuations, the temporal structure of cryptocurrency trading has seldom been a subject of systematic study. In order to fill this gap, we analyse detrended correlations of the price returns, the average number of trades in…

统计金融 · 定量金融 2022-08-03 Marcin Wątorek , Jarosław Kwapień , Stanisław Drożdż

Cryptocurrency history begins in 2008 as a means of payment proposal. However, cryptocurrencies evolved into complex, high yield speculative assets. Contrary to traditional financial instruments, they are not (mostly) traded in organized,…

统计金融 · 定量金融 2020-09-15 M. Belén Arouxet , Aurelio F. Bariviera , Verónica E. Pastor , Victoria Vampa

Social turbulence can affect people financial decisions, causing changes in spending and saving. During a global turbulence as significant as the COVID-19 pandemic, such changes are inevitable. Here we examine how the effects of COVID-19 on…

机器学习 · 计算机科学 2023-01-27 Palina Niamkova , Rafael Moreira

This paper analyses the high-frequency intraday Bitcoin dataset from 2019 to 2022. During this time frame, the Bitcoin market index exhibited two distinct periods, 2019-20 and 2021-22, characterized by an abrupt change in volatility. The…

We analyze the price return distributions of currency exchange rates, cryptocurrencies, and contracts for differences (CFDs) representing stock indices, stock shares, and commodities. Based on recent data from the years 2017--2020, we model…

统计金融 · 定量金融 2021-07-15 Marcin Wątorek , Jarosław Kwapień , Stanisław Drożdż

We study recurrent patterns in volatility and volume for major cryptocurrencies, Bitcoin and Ether, using data from two centralized exchanges (Coinbase Pro and Binance) and a decentralized exchange (Uniswap V2). We find systematic patterns…

交易与市场微观结构 · 定量金融 2021-11-05 Peter Reinhard Hansen , Chan Kim , Wade Kimbrough

We analyze the time series of four major cryptocurrencies (Bitcoin, Ethereum, Litecoin, and Ripple) before the digital market crash at the end of 2017 - beginning 2018. We introduce a methodology that combines topological data analysis with…

数理金融 · 定量金融 2018-09-05 Marian Gidea , Daniel Goldsmith , Yuri Katz , Pablo Roldan , Yonah Shmalo

Since the inception of Bitcoin in 2009, the market of cryptocurrencies has grown beyond initial expectations as daily trades exceed $10 billion. As industries become automated, the need for an automated fraud detector becomes very apparent.…

机器学习 · 计算机科学 2022-07-26 Eran Kaufman , Andrey Iaremenko
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