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Layer-two blockchain protocols emerged to address scalability issues related to fees, storage cost, and confirmation delay of on-chain transactions. They aggregate off-chain transactions into a fewer on-chain ones, thus offering immediate…

数据结构与算法 · 计算机科学 2024-08-06 Ghada Almashaqbeh , Sixia Chen , Alexander Russell

The Holy Grail of a decentralised stablecoin is achieved on rigorous mathematical frameworks, obtaining multiple advantageous proofs: stability, convergence, truthfulness, faithfulness, and malicious-security. These properties could only be…

密码学与安全 · 计算机科学 2019-09-18 David Cerezo Sánchez

In modern times, the cryptocurrency market is one of the world's most rapidly rising financial markets. The cryptocurrency market is regarded to be more volatile and illiquid than traditional markets such as equities, foreign exchange, and…

统计金融 · 定量金融 2024-12-03 Anika Tahsin Meem

In this paper, we investigate whether mixing cryptocurrencies to a German investor portfolio improves portfolio diversification. We analyse this research question by applying a (mean variance) portfolio analysis using a toolbox consisting…

统计金融 · 定量金融 2020-08-07 Tim Schmitz , Ingo Hoffmann

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

We introduce a model for decentralized networks with collaborating peers. The model is based on the stable matching theory which is applied to systems with a global ranking utility function. We consider the dynamics of peers searching for…

网络与互联网体系结构 · 计算机科学 2007-05-23 Anh-Tuan Gai , Fabien Mathieu , Julien Reynier , Fabien De Montgolfier

This paper examines the dynamics of Tether, the stablecoin with the largest market capitalization. We show that the distributional and dynamic properties of Tether/USD rates have been evolving from 2017 to 2021. We use local analysis…

计量经济学 · 经济学 2023-01-03 Antoine Djobenou , Emre Inan , Joann Jasiak

A reputation of high volatility accompanies the emergence of Bitcoin as a financial asset. This paper intends to nuance this reputation and clarify our understanding of Bitcoin's volatility. Using daily, weekly, and monthly closing prices…

统计金融 · 定量金融 2021-03-02 Nassim Dehouche

In recent years decentralized currencies developed through Blockchains are increasingly becoming popular because of their transparent nature and absence of a central controlling authority. Though a lot of computation power, disk space, and…

数据库 · 计算机科学 2023-05-15 Anirudha Paul

This paper uses new and recently established methodologies to study the evolutionary dynamics of the cryptocurrency market, and compares the findings with that of the equity market. We begin by applying random matrix theory and principal…

统计金融 · 定量金融 2022-04-20 Nick James

We present a framework for hedging a portfolio of derivatives in the presence of market frictions such as transaction costs, market impact, liquidity constraints or risk limits using modern deep reinforcement machine learning methods. We…

计算金融 · 定量金融 2018-02-12 Hans Bühler , Lukas Gonon , Josef Teichmann , Ben Wood

Traditional blockchain systems, such as Ethereum, typically rely on a \emph{single volatile cryptocurrency for transaction fees}. This leads to fluctuating transaction fee prices and limits the flexibility of users' payment options. To…

计算工程、金融与科学 · 计算机科学 2024-11-22 Mingzhe Li , Bo Gao , Kentaroh Toyoda , Yechao Yang , Juniarto Samsudin , Haibin Zhang , Sifei Lu , Tai Hou Tng , Kerching Choo , Andy Ting , Siow Mong Rick Goh , Qingsong Wei

Ethereum and its standardized token interface have formed decentralized finance (DeFi), an open financial system based on blockchain smart contracts. The DeFi ecosystem has become richer with the introduction of DeFi composability projects,…

计算机科学与博弈论 · 计算机科学 2022-12-05 HyoungSung Kim , Hyun-Sik Kim , Yong-Suk Park

Time series of price returns for 80 of the most liquid cryptocurrencies listed on Binance are investigated for the presence of detrended cross-correlations. A spectral analysis of the detrended correlation matrix and a topological analysis…

统计金融 · 定量金融 2021-12-14 Jarosław Kwapień , Marcin Wątorek , Stanisław Drożdż

We present a simulation-and-regression method for solving dynamic portfolio allocation problems in the presence of general transaction costs, liquidity costs and market impacts. This method extends the classical least squares Monte Carlo…

投资组合管理 · 定量金融 2019-06-05 Rongju Zhang , Nicolas Langrené , Yu Tian , Zili Zhu , Fima Klebaner , Kais Hamza

This paper studies a robust portfolio optimization problem under the multi-factor volatility model introduced by Christoffersen et al. (2009). The optimal strategy is derived analytically under the worst-case scenario with or without…

数理金融 · 定量金融 2020-06-16 Ben-Zhang Yang , Xiaoping Lu , Guiyuan Ma , Song-Ping Zhu

We present a measurement study on compositions of Decentralized Finance protocols, which aim to disrupt traditional finance and offer services on top of distributed ledgers, such as Ethereum. DeFi compositions may impact the development of…

密码学与安全 · 计算机科学 2022-10-03 Stefan Kitzler , Friedhelm Victor , Pietro Saggese , Bernhard Haslhofer

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

Cryptocurrency markets are highly volatile and influenced by both price trends and market sentiment, making effective portfolio management challenging. This paper proposes a dynamic cryptocurrency portfolio strategy that integrates…

计算工程、金融与科学 · 计算机科学 2026-03-05 Qizhao Chen