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相关论文: The Surprising Irrelevance of Total-Value-Locked o…

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Total Value Locked (TVL) aims to measure the aggregate value of cryptoassets deposited in Decentralized Finance (DeFi) protocols. Although blockchain data is public, the way TVL is computed is not well understood. In practice, its…

综合金融 · 定量金融 2025-05-21 Pietro Saggese , Michael Fröwis , Stefan Kitzler , Bernhard Haslhofer , Raphael Auer

Total value locked (TVL) is widely used to measure the size and popularity of decentralized finance (DeFi). However, TVL can be easily manipulated and inflated through "double counting" activities such as wrapping and leveraging. As…

综合金融 · 定量金融 2025-07-08 Yichen Luo , Yebo Feng , Jiahua Xu , Paolo Tasca

Cryptocurrencies are considered the latest innovation in finance with considerable impact across social, technological, and economic dimensions. This new class of financial assets has also motivated a myriad of scientific investigations…

物理与社会 · 物理学 2023-03-31 Arthur A. B. Pessa , Matjaz Perc , Haroldo V. Ribeiro

This paper will propose a novel machine learning based portfolio management method in the context of the cryptocurrency market. Previous researchers mainly focus on the prediction of the movement for specific cryptocurrency such as the…

机器学习 · 计算机科学 2025-12-10 Zijiang Yang

Cryptocurrencies return cross-predictability and technological similarity yield information on risk propagation and market segmentation. To investigate these effects, we build a time-varying network for cryptocurrencies, based on the…

统计金融 · 定量金融 2021-08-27 Li Guo , Wolfgang Karl Härdle , Yubo Tao

Cryptocurrencies return cross-predictability and technological similarity yield information on risk propagation and market segmentation. To investigate these effects, we build a time-varying network for cryptocurrencies, based on the…

统计方法学 · 统计学 2022-11-18 Li Guo , Wolfgang Karl Härdle , Yubo Tao

Cryptocurrencies (CCs) have risen rapidly in market capitalization over the last years. Despite striking price volatility, their high average returns have drawn attention to CCs as alternative investment assets for portfolio and risk…

投资组合管理 · 定量金融 2020-09-18 Alla Petukhina , Simon Trimborn , Wolfgang Karl Härdle , Hermann Elendner

Cryptocurrencies are examined through the asset flow equations and experimental asset markets. Since tangible value of a typical cryptocurrency is non-existent, the theory suggests that price will gravitate toward liquidity value, i.e., the…

数理金融 · 定量金融 2018-02-28 Carey Caginalp , Gunduz Caginalp

In relation to the traditional financial markets, the cryptocurrency market is a recent invention and the trading dynamics of all its components are readily recorded and stored. This fact opens up a unique opportunity to follow the…

统计金融 · 定量金融 2023-05-11 Stanisław Drożdż , Jarosław Kwapień , Marcin Wątorek

A cryptocurrency is a digital asset maintained by a decentralised system using cryptography. Investors in this emerging digital market are exploring the profitability potential of portfolios in place of single coins. Portfolios are…

物理与社会 · 物理学 2023-04-06 Ruixue Jing , Luis Enrique Correa Rocha

Decentralized Finance (DeFi) is a nascent set of financial services, using tokens, smart contracts, and blockchain technology as financial instruments. We investigate four possible drivers of DeFi returns: exposure to cryptocurrency market,…

计算金融 · 定量金融 2024-03-07 Florentina Şoiman , Guillaume Dumas , Sonia Jimenez-Garces

The rapidly evolving cryptocurrency market presents unique challenges for investment due to its inherent volatility and evolving regulatory environment. Collective price movements can be exploited to construct diversified portfolios with…

科普物理 · 物理学 2026-05-01 Ruixue Jing , Ryota Kobayashi , Luis Enrique Correa Rocha

Thanks to the high potential for profit, trading has become increasingly attractive to investors as the cryptocurrency and stock markets rapidly expand. However, because financial markets are intricate and dynamic, accurately predicting…

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

Cryptocurrencies are digital tokens built on blockchain technology, with thousands actively traded on centralized exchanges (CEXs). Unlike stocks, which are backed by real businesses, cryptocurrencies are recognized as a distinct class of…

统计金融 · 定量金融 2025-04-18 Yu Zhang , Zelin Wu , Claudio Tessone

Portfolio management is the decision-making process of allocating an amount of fund into different financial investment products. Cryptocurrencies are electronic and decentralized alternatives to government-issued money, with Bitcoin as the…

机器学习 · 计算机科学 2017-05-12 Zhengyao Jiang , Jinjun Liang

Predicting cryptocurrency returns is notoriously difficult: price movements are driven by a fast-shifting blend of on-chain activity, news flow, and social sentiment, while labeled training data are scarce and expensive. In this paper, we…

机器学习 · 计算机科学 2026-02-03 Junqiao Wang , Zhaoyang Guan , Guanyu Liu , Tianze Xia , Xianzhi Li , Shuo Yin , Xinyuan Song , Chuhan Cheng , Tianyu Shi , Alex Lee

Despite being described as a medium of exchange, cryptocurrencies do not have the typical attributes of a medium of exchange. Consequently, cryptocurrencies are more appropriately described as crypto assets. A common investment attribute…

风险管理 · 定量金融 2021-11-15 Yuan Hu , Svetlozar T. Rachev , Frank J. Fabozzi

Crypto-coins (also known as cryptocurrencies) are tradable digital assets. Notable examples include Bitcoin, Ether and Litecoin. Ownerships of cryptocoins are registered on distributed ledgers (i.e., blockchains). Secure encryption…

统计金融 · 定量金融 2022-12-05 Pasquale De Rosa , Valerio Schiavoni

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
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