Disorder Unleashes Panic in Bitcoin Dynamics

IF 2.6 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Journal of Physics Complexity Pub Date : 2023-10-17 DOI:10.1088/2632-072x/ad00f7
Marco Alberto Javarone, Gabriele Di Antonio, Gianni Valerio Vinci, Raffaele Cristodaro, Claudio J. Tessone, Luciano Pietronero
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引用次数: 3

Abstract

Abstract The behaviour of Bitcoin owners is reflected in the structure and the number of bitcoin transactions encoded in the Blockchain. Likewise, the behaviour of Bitcoin traders is reflected in the formation of bullish and bearish trends in the crypto market. In light of these observations, we wonder if human behaviour underlies some relationship between the Blockchain and the crypto market. To address this question, we map the Blockchain to a spin-lattice problem, whose configurations form ordered and disordered patterns, representing the behaviour of Bitcoin owners. This novel approach allows us to obtain time series suitable to detect a causal relationship between the dynamics of the Blockchain and market trends of the Bitcoin and to find that disordered patterns in the Blockchain precede Bitcoin panic selling. Our results suggest that human behaviour underlying Blockchain evolution and the crypto market brings out a fascinating connection between disorder and panic in Bitcoin dynamics.
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混乱引发比特币动态恐慌
比特币所有者的行为反映在区块链编码的比特币交易的结构和数量上。同样,比特币交易者的行为也反映在加密市场看涨和看跌趋势的形成上。根据这些观察结果,我们想知道人类行为是否构成了区块链和加密市场之间某种关系的基础。为了解决这个问题,我们将区块链映射为一个自旋晶格问题,其配置形成有序和无序模式,代表比特币所有者的行为。这种新颖的方法使我们能够获得适合于检测区块链动态与比特币市场趋势之间因果关系的时间序列,并发现区块链中的无序模式先于比特币恐慌性抛售。我们的研究结果表明,区块链进化和加密市场背后的人类行为,在比特币动态中带来了混乱和恐慌之间的迷人联系。
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来源期刊
Journal of Physics Complexity
Journal of Physics Complexity Computer Science-Information Systems
CiteScore
4.30
自引率
11.10%
发文量
45
审稿时长
14 weeks
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