套利专题之十一——Ornstein-Uhlenbeck过程

Ornstein-Uhlenbeck过程

In pairs trading, the dynamics of the spread is often assumed to follow a meanreverting OU process given by (Elliot et al. 2005; Avellaneda and Lee 2010):

 

Ornstein-Uhlenbeck过程

 

where ρ is the speed of mean reversion,Wt is the standard Brownian motion, and μ is the long-term equilibrium level of the spread. The solution of Equation is given by

 

Ornstein-Uhlenbeck过程

 

Ornstein-Uhlenbeck过程

 

Ornstein-Uhlenbeck过程

 

Ornstein-Uhlenbeck过程

 

In Table 1. We observe that the LS and the MLE methods give very close results with very different computational speeds.Note that the MLE method uses an optimization algorithm that requires the gradient vector for the parameter space search, and thus, optimization algorithm is much slower compared with the matrix operations needed in obtaining the LS estimates.  Therefore, for real trading applications, we suggest the least squares estimation for model calibration.

 

 

理论框架

 

理论框架

 

 

OU过程的进一步解释

下面给出知乎中liu mohan的精彩解释:

OU过程的进一步解释

 

相关推荐:

套利专题之十二——Cuscore统计量

免责声明:信息仅供参考,不构成投资及交易建议。投资者据此操作,风险自担。
如果觉得文章对你有用,请随意赞赏收藏
相关推荐
相关下载
登录后评论
Copyright © 2019 宽客在线