论文标题

基于简单代理的外汇市场模型中三角套利与跨货币相关性之间的微观关系

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

论文作者

Ciacci, Alberto, Sueshige, Takumi, Takayasu, Hideki, Christensen, Kim, Takayasu, Misako

论文摘要

即使在很短的时间尺度上,外汇率的运动也会显示出显着的互相关。在极端市场事件(例如Flash崩溃)中,这些统计关系的效果变得很明显。在这种情况下,在给定市场上突然发生的价格摇摆紧随其后的是几种相关的几个相关外汇率的异常运动。尽管对跨货币相关性的深刻了解对构想更稳定,更安全的外汇市场显然是有益的,但这些相互依存关系的微观起源尚未得到广泛的研究。我们介绍了一个基于代理的模型,该模型描述了做市商和仲裁员之间的相互作用中跨货币相关性的出现。我们的模型定性地复制了在实际交易数据中观察到的时间尺度与互相关图,这表明三角套利在不同汇率的动力学的纠缠中起主要作用。此外,该模型还显示了两个外汇率之间的互相关功能的特征,例如其符号和价值,这是从三角套利和跟随趋势策略之间的相互作用中出现的。

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.

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