Portfolio optimization with wealth-dependent risk constraints

IF 1.6 3区 经济学 Q3 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Scandinavian Actuarial Journal Pub Date : 2021-08-17 DOI:10.1080/03461238.2021.1962962
M. Escobar-Anel, Markus Wahl, R. Zagst
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引用次数: 2

Abstract

Regulatory risk constraints as in the European Solvency II standard formula for insurance companies may lead to wealth-dependent constraints on the investment strategy. We develop two solution approaches for portfolio optimization problems in continuous time with wealth-dependent constraint sets. In the first approach, we reduce the optimization problem to an associate problem with constraints independent of wealth and a different utility function. The associate problem is then solved using known convex duality results. In the second approach, we use a change of control. We apply these results to Solvency II constraint sets and find that even for an investor with HARA utility who inherently reduces risk in times of distress, the constraints help to prevent the investor from taking too much risk in an optimistic market. Furthermore, we measure significant loss in utility and reduction in risk caused by the constraints, and we also evaluate the trade-off between these two effects.
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具有财富依赖风险约束的投资组合优化
欧洲偿付能力II标准公式中对保险公司的监管风险约束可能导致对投资策略的财富依赖约束。研究了具有财富依赖约束集的连续时间投资组合优化问题的两种求解方法。在第一种方法中,我们将优化问题简化为具有独立于财富和不同效用函数的约束的关联问题。然后利用已知的凸对偶结果求解关联问题。在第二种方法中,我们使用控制变更。我们将这些结果应用于偿付能力II约束集,并发现即使对于具有HARA效用的投资者来说,他们在困境中固有地降低了风险,约束也有助于防止投资者在乐观的市场中承担过多的风险。此外,我们还测量了由约束引起的效用损失和风险降低,并评估了这两种影响之间的权衡。
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来源期刊
Scandinavian Actuarial Journal
Scandinavian Actuarial Journal MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-STATISTICS & PROBABILITY
CiteScore
3.30
自引率
11.10%
发文量
38
审稿时长
>12 weeks
期刊介绍: Scandinavian Actuarial Journal is a journal for actuarial sciences that deals, in theory and application, with mathematical methods for insurance and related matters. The bounds of actuarial mathematics are determined by the area of application rather than by uniformity of methods and techniques. Therefore, a paper of interest to Scandinavian Actuarial Journal may have its theoretical basis in probability theory, statistics, operations research, numerical analysis, computer science, demography, mathematical economics, or any other area of applied mathematics; the main criterion is that the paper should be of specific relevance to actuarial applications.
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