PRACTICAL INVESTMENT CONSEQUENCES OF THE SCALARIZATION PARAMETER FORMULATION IN DYNAMIC MEAN–VARIANCE PORTFOLIO OPTIMIZATION

IF 0.5 Q4 BUSINESS, FINANCE
Pieter M. van Staden, D. Dang, P. Forsyth
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引用次数: 2

Abstract

We consider the practical investment consequences of implementing the two most popular formulations of the scalarization (or risk-aversion) parameter in the time-consistent dynamic mean–variance (MV) portfolio optimization problem. Specifically, we compare results using a scalarization parameter assumed to be (i) constant and (ii) inversely proportional to the investor’s wealth. Since the link between the scalarization parameter formulation and risk preferences is known to be nontrivial (even in the case where a constant scalarization parameter is used), the comparison is viewed from the perspective of an investor who is otherwise agnostic regarding the philosophical motivations underlying the different formulations and their relation to theoretical risk-aversion considerations, and instead simply wishes to compare investment outcomes of the different strategies. In order to consider the investment problem in a realistic setting, we extend some known results to allow for the case where the risky asset follows a jump-diffusion process, and examine multiple sets of plausible investment constraints that are applied simultaneously. We show that the investment strategies obtained using a scalarization parameter that is inversely proportional to wealth, which enjoys widespread popularity in the literature applying MV optimization in institutional settings, can exhibit some undesirable and impractical characteristics.
动态均方差投资组合优化中标量化参数公式的实际投资结果
我们考虑在时间一致动态均值-方差(MV)投资组合优化问题中实现两种最流行的标化(或风险规避)参数公式的实际投资后果。具体来说,我们使用假设为(i)常数和(ii)与投资者财富成反比的标量化参数来比较结果。由于标化参数公式和风险偏好之间的联系是众所周知的重要的(即使在使用恒定标化参数的情况下),因此比较是从投资者的角度来看的,投资者对不同公式背后的哲学动机以及它们与理论风险规避考虑的关系是不可知论的,而只是希望比较不同策略的投资结果。为了在现实环境中考虑投资问题,我们扩展了一些已知的结果,以允许风险资产遵循跳跃扩散过程的情况,并检查同时应用的多组似是而非的投资约束。我们表明,使用与财富成反比的标量化参数获得的投资策略,在文献中广泛流行,将MV优化应用于机构设置,可能会表现出一些不可取和不切实际的特征。
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来源期刊
CiteScore
1.10
自引率
20.00%
发文量
28
期刊介绍: The shift of the financial market towards the general use of advanced mathematical methods has led to the introduction of state-of-the-art quantitative tools into the world of finance. The International Journal of Theoretical and Applied Finance (IJTAF) brings together international experts involved in the mathematical modelling of financial instruments as well as the application of these models to global financial markets. The development of complex financial products has led to new challenges to the regulatory bodies. Financial instruments that have been designed to serve the needs of the mature capitals market need to be adapted for application in the emerging markets.
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