Power utility maximization with expert opinions at fixed arrival times in a market with hidden Gaussian drift

IF 4.4 3区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Abdelali Gabih, Hakam Kondakji, Ralf Wunderlich
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引用次数: 0

Abstract

In this paper we study optimal trading strategies in a financial market in which stock returns depend on a hidden Gaussian mean reverting drift process. Investors obtain information on that drift by observing stock returns. Moreover, expert opinions in the form of signals about the current state of the drift arriving at fixed and known dates are included in the analysis. Drift estimates are based on Kalman filter techniques. They are used to transform a power utility maximization problem under partial information into an optimization problem under full information where the state variable is the filter of the drift. The dynamic programming equation for this problem is studied and closed-form solutions for the value function and the optimal trading strategy of an investor are derived. They allow to quantify the monetary value of information delivered by the expert opinions. We illustrate our theoretical findings by results of extensive numerical experiments.

Abstract Image

在具有隐性高斯漂移的市场中,利用专家意见在固定到达时间实现电力效用最大化
在本文中,我们研究了一个金融市场中的最优交易策略,在这个市场中,股票收益取决于一个隐藏的高斯均值回复漂移过程。投资者通过观察股票收益率来获取有关漂移的信息。此外,分析中还包括专家意见,即在固定和已知日期到达的有关漂移当前状态的信号。漂移估计基于卡尔曼滤波技术。它们用于将部分信息下的功率效用最大化问题转化为完全信息下的优化问题,其中状态变量就是漂移的滤波器。对这一问题的动态编程方程进行了研究,并得出了价值函数的闭式解和投资者的最优交易策略。它们可以量化专家意见所提供信息的货币价值。我们通过大量的数值实验结果来说明我们的理论发现。
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来源期刊
Annals of Operations Research
Annals of Operations Research 管理科学-运筹学与管理科学
CiteScore
7.90
自引率
16.70%
发文量
596
审稿时长
8.4 months
期刊介绍: The Annals of Operations Research publishes peer-reviewed original articles dealing with key aspects of operations research, including theory, practice, and computation. The journal publishes full-length research articles, short notes, expositions and surveys, reports on computational studies, and case studies that present new and innovative practical applications. In addition to regular issues, the journal publishes periodic special volumes that focus on defined fields of operations research, ranging from the highly theoretical to the algorithmic and the applied. These volumes have one or more Guest Editors who are responsible for collecting the papers and overseeing the refereeing process.
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