套利对 XRP 价格与交易网络相关张量谱关系的影响

Abhijit Chakraborty, Yuichi Ikeda
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引用次数: 0

摘要

事实证明,越来越多地使用加密资产进行国际汇款更加快捷、更具成本效益,特别是对于无法使用传统银行服务的移民而言。然而,与基于区块链的汇款机制无关,加密资产价格固有的波动性在高波动期带来了潜在风险。本研究调查了不同加密货币交易所的 XRP 价格波动与 XRP 交易网络相关性张量的最大奇异值之间的复杂动态关系。特别是,我们展示了不同加密货币交易所的套利机会对 XRP 价格与交易网络相关张量光谱之间关系的影响。不同时期(非泡沫期和泡沫期)的 XRP 价格波动呈现出不同的特征。为了建立 XRP 价格与交易网络之间的联系,我们计算了相关张量和奇异值,并强调了最大奇异值的重要性。与重新洗牌和高斯随机相关张量的比较验证了经验张量的唯一性。一组模拟的每周 XRP 价格(类似于各种加密货币交易所的套利机会)进一步证实了我们研究结果的稳健性。它揭示了泡沫时期明显的反相关性和非泡沫时期不显著的相关性,无论不同加密货币交易所的价格如何波动,相关性的奇异值都是最大的。
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Arbitrage impact on the relationship between XRP price and correlation tensor spectra of transaction networks
The increasing use of cryptoassets for international remittances has proven to be faster and more cost-effective, particularly for migrants without access to traditional banking. However, the inherent volatility of cryptoasset prices, independent of blockchain-based remittance mechanisms, introduces potential risks during periods of high volatility. This study investigates the intricate dynamics between XRP price fluctuations across diverse crypto exchanges and the correlation of the largest singular values of the correlation tensor of XRP transaction networks. Particularly, we show the impact of arbitrage opportunities across different crypto exchanges on the relationship between XRP price and correlation tensor spectra of transaction networks. Distinct periods, non-bubble and bubble, showcase different characteristics in XRP price fluctuations. Establishing a connection between XRP price and transaction networks, we compute correlation tensors and singular values, emphasizing the significance of the largest singular value. Comparisons with reshuffled and Gaussian random correlation tensors validate the uniqueness of the empirical tensor. A set of simulated weekly XRP prices, resembling arbitrage opportunities across various crypto exchanges, further confirms the robustness of our findings. It reveals a pronounced anti-correlation during bubble periods and a non-significant correlation during non-bubble periods with the largest singular value, irrespective of price fluctuations across different crypto exchanges.
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