Information dynamics of price and liquidity around the 2017 Bitcoin markets crash

被引:1
|
作者
Vasiliauskaite, Vaiva [1 ]
Lillo, Fabrizio [2 ]
Antulov-Fantulin, Nino [1 ]
机构
[1] Swiss Fed Inst Technol Zurich ETH, Computat Social Sci, CH-8092 Zurich, Switzerland
[2] Univ Bologna, Italy & Scuola Normale Super, Dept Math, Pisa IT 56126, I-40126 Pisa, Bologna, Italy
关键词
MUTUAL INFORMATION; BEHAVIOR; MODELS; FLOW;
D O I
10.1063/5.0080462
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We study information dynamics between the largest Bitcoin exchange markets during the bubble in 2017-2018. By analyzing high-frequency market microstructure observables with different information-theoretic measures for dynamical systems, we find temporal changes in information sharing across markets. In particular, we study time-varying components of predictability, memory, and (a)synchronous coupling, measured by transfer entropy, active information storage, and multi-information. By comparing these empirical findings with several models, we argue that some results could relate to intra-market and inter-market regime shifts and changes in the direction of information flow between different market observables. (c) 2022 Author(s).
引用
收藏
页数:20
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