Analytical Pairs Trading Under Different Assumptions on the Spread and Ratio Dynamics

Ian Gregory, C. Ewald, Pieter Knox
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引用次数: 10

Abstract

We demonstrate how arbitrarily sized long/short baskets whose portfolio value is modelled with spread or ratio of any asset weighting can be treated as a sequential stopping problem. In particular, when the underlying data generating process follows an Ornstein-Uhlenbeck, Cox-Ingersoll-Ross or GARCH diffusion, we derive closed form expressions for mean and variance of trade time and trade return (with transaction costs). From these expressions the risk and return characteristics are examined when the objective functions aim to maximisise expected return and Sharpe ratio. The SDE where possible are estimated using exact maximum likelihood, Euler and Hermite Polynomial Expansion. The estimation parameters and their sensitivity can be used to rank potential trades and understand the risk/return profi le involved with this style of investment.
在价差和比率动态的不同假设下的分析货币对交易
我们展示了任意大小的多头/空头篮子,其投资组合价值是用任何资产加权的价差或比率建模的,可以被视为一个顺序停止问题。特别是,当基础数据生成过程遵循Ornstein-Uhlenbeck, Cox-Ingersoll-Ross或GARCH扩散时,我们推导出交易时间和交易回报(含交易成本)的均值和方差的封闭形式表达式。从这些表达式中,研究了当目标函数以期望收益和夏普比率最大化为目标时的风险和收益特征。在可能的情况下,使用精确极大似然,欧拉和埃尔米特多项式展开来估计SDE。估计参数及其敏感性可用于对潜在交易进行排序,并了解这种投资风格所涉及的风险/回报概况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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