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The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets

Foreign exchange rates movements exhibit significant cross-correlations even on very short time-scales. The effect of these statistical relationships become evident during extreme market events, such as flash crashes. Although a deep understanding of cross-currency correlations would be clearly bene...

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Autores principales: Ciacci, Alberto, Sueshige, Takumi, Takayasu, Hideki, Christensen, Kim, Takayasu, Misako
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7313750/
https://www.ncbi.nlm.nih.gov/pubmed/32579583
http://dx.doi.org/10.1371/journal.pone.0234709
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author Ciacci, Alberto
Sueshige, Takumi
Takayasu, Hideki
Christensen, Kim
Takayasu, Misako
author_facet Ciacci, Alberto
Sueshige, Takumi
Takayasu, Hideki
Christensen, Kim
Takayasu, Misako
author_sort Ciacci, Alberto
collection PubMed
description Foreign exchange rates movements exhibit significant cross-correlations even on very short time-scales. The effect of these statistical relationships become evident during extreme market events, such as flash crashes. Although a deep understanding of cross-currency correlations would be clearly beneficial for conceiving more stable and safer foreign exchange markets, the microscopic origins of these interdependencies have not been extensively investigated. This paper introduces an agent-based model which describes the emergence of cross-currency correlations from the interactions between market makers and an arbitrager. The model qualitatively replicates the time-scale vs. cross-correlation diagrams observed in real trading data, suggesting that triangular arbitrage plays a primary role in the entanglement of the dynamics of different foreign exchange rates. Furthermore, the model shows how the features of the cross-correlation function between two foreign exchange rates, such as its sign and value, emerge from the interplay between triangular arbitrage and trend-following strategies. In particular, the interaction of these trading strategies favors certain combinations of price trend signs across markets, thus altering the probability of observing two foreign exchange rates drifting in the same or opposite direction. Ultimately, this entangles the dynamics of foreign exchange rate pairs, leading to cross-correlation functions that resemble those observed in real trading data.
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spelling pubmed-73137502020-06-29 The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets Ciacci, Alberto Sueshige, Takumi Takayasu, Hideki Christensen, Kim Takayasu, Misako PLoS One Research Article Foreign exchange rates movements exhibit significant cross-correlations even on very short time-scales. The effect of these statistical relationships become evident during extreme market events, such as flash crashes. Although a deep understanding of cross-currency correlations would be clearly beneficial for conceiving more stable and safer foreign exchange markets, the microscopic origins of these interdependencies have not been extensively investigated. This paper introduces an agent-based model which describes the emergence of cross-currency correlations from the interactions between market makers and an arbitrager. The model qualitatively replicates the time-scale vs. cross-correlation diagrams observed in real trading data, suggesting that triangular arbitrage plays a primary role in the entanglement of the dynamics of different foreign exchange rates. Furthermore, the model shows how the features of the cross-correlation function between two foreign exchange rates, such as its sign and value, emerge from the interplay between triangular arbitrage and trend-following strategies. In particular, the interaction of these trading strategies favors certain combinations of price trend signs across markets, thus altering the probability of observing two foreign exchange rates drifting in the same or opposite direction. Ultimately, this entangles the dynamics of foreign exchange rate pairs, leading to cross-correlation functions that resemble those observed in real trading data. Public Library of Science 2020-06-24 /pmc/articles/PMC7313750/ /pubmed/32579583 http://dx.doi.org/10.1371/journal.pone.0234709 Text en © 2020 Ciacci et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ciacci, Alberto
Sueshige, Takumi
Takayasu, Hideki
Christensen, Kim
Takayasu, Misako
The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets
title The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets
title_full The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets
title_fullStr The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets
title_full_unstemmed The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets
title_short The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets
title_sort microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7313750/
https://www.ncbi.nlm.nih.gov/pubmed/32579583
http://dx.doi.org/10.1371/journal.pone.0234709
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