The microscopic relationships between triangular arbitrage and cross-currency correlations in a simple agent based model of foreign exchange markets
arXiv:2002.02583 · doi:10.1371/journal.pone.0234709
Abstract
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.In this scenario, an abrupt price swing occurring on a given market is immediately followed by anomalous movements in several related foreign exchange rates. 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. We introduce an agent-based model which describes the emergence of cross-currency correlations from the interactions between market makers and an arbitrager. Our 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.
Research article
References in corpus (11)
- Inverse Cubic Law for the Probability Distribution of Stock Price Variations
- Correlations in Economic Time Series
- Emergence of long memory in stock volatility from a modified Mike-Farmer model
- Triangular arbitrage as an interaction among foreign exchange rates
- Derivation of the Boltzmann Equation for Financial Brownian Motion: Direct Observation of the Collective Motion of High-Frequency Traders
- Solvable Stochastic Dealer Models for Financial Markets
- Limit order placement as an utility maximization problem and the origin of power law distribution of limit order prices
- The Mirage of Triangular Arbitrage in the Spot Foreign Exchange Market
- Kinetic Theory for Finance Brownian Motion from Microscopic Dynamics
- Characterization of foreign exchange market using the threshold-dealer-model
- A microscopic model of triangular arbitrage