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 infor- mation 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 mod- els, 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.
Information dynamics of price and liquidity around the 2017 Bitcoin markets crash / Vasiliauskaite, Vaiva; Lillo, Fabrizio; Antulov-Fantulin, Nino. - In: CHAOS. - ISSN 1054-1500. - STAMPA. - 32:4(2022), pp. 043123.1-043123.20. [10.1063/5.0080462]
Information dynamics of price and liquidity around the 2017 Bitcoin markets crash
Lillo, Fabrizio;
2022
Abstract
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 infor- mation 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 mod- els, 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.File | Dimensione | Formato | |
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