Optimal Trend Following Trading Rules

被引:18
|
作者
Dai, Min [1 ,2 ]
Yang, Zhou [3 ]
Zhang, Qing [4 ]
Zhu, Qiji Jim [5 ]
机构
[1] Natl Univ Singapore, Dept Math, 10 Kent Ridge Crescent, Singapore 117548, Singapore
[2] Natl Univ Singapore, Risk Management Inst, Singapore 117548, Singapore
[3] S China Normal Univ, Sch Math Sci, Guangzhou, Guangdong, Peoples R China
[4] Univ Georgia, Dept Math, Athens, GA 30602 USA
[5] Western Michigan Univ, Dept Math, Kalamazoo, MI 49008 USA
关键词
trend following trading rule; bull-bear switching model; partial information; Hamilton-Jacobi-Bellman equations; TRANSACTION COSTS; PORTFOLIO SELECTION; BUY-LOW; INVESTMENT; CONSUMPTION; STRATEGIES; MODEL;
D O I
10.1287/moor.2015.0743
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper is concerned with the optimality of a trend following trading rule. The underlying market is modeled like a bull-bear switching market in which the drift of the stock price switches between two states:the uptrend (bull market) and the down trend (bear market). We consider the case when the market mode is not directly observable and model the switching process as a hidden Markov chain. This is a continuation of our earlier study reported in Dai et al. [Dai M, Zhang Q, Zhu Q (2010) Trend following trading under a regime-switching model. SIAM J. Fin. Math. 1:780-810] where a trend following rule is obtained in terms of a sequence of stopping times. Nevertheless, a severe restriction imposed in Dai et al. [Dai M, Zhang Q, Zhu Q (2010) trend following trading under a regime-switching model. SIAM J. Fin. Math. 1:780-810] is that only a single share can be traded over time. As a result, the corresponding wealth process is not self-financing. In this paper, we relax this restriction. Our objective is to maximize the expected log-utility of the terminal wealth. We show, via a thorough theoretical analysis, that the optimal trading strategy is trend following. Numerical simulations and backtesting, in support of our theoretical findings, are also reported.
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页码:626 / 642
页数:17
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