Distributionally Robust Goal-Reaching Optimization in the Presence of Background Risk

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2021-08-10 DOI:10.1080/10920277.2021.1966805
Yichun Chi, Z. Xu, S. Zhuang
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引用次数: 2

Abstract

In this article, we examine the effect of background risk on portfolio selection and optimal reinsurance design under the criterion of maximizing the probability of reaching a goal. Following the literature, we adopt dependence uncertainty to model the dependence ambiguity between financial risk (or insurable risk) and background risk. Because the goal-reaching objective function is nonconcave, these two problems bring highly unconventional and challenging issues for which classical optimization techniques often fail. Using a quantile formulation method, we derive the optimal solutions explicitly. The results show that the presence of background risk does not alter the shape of the solution but instead changes the parameter value of the solution. Finally, numerical examples are given to illustrate the results and verify the robustness of our solutions.
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存在背景风险的分布式鲁棒目标达成优化
在本文中,我们考察了在达到目标的概率最大化的标准下,背景风险对投资组合选择和最优再保险设计的影响。根据文献,我们采用依赖不确定性来建模金融风险(或可保风险)和背景风险之间的依赖模糊性。由于达到目标的目标函数是不收敛的,这两个问题带来了非常规和具有挑战性的问题,而经典优化技术往往无法解决这些问题。使用分位数公式方法,我们明确地导出了最优解。结果表明,背景风险的存在不会改变溶液的形状,而是会改变溶液的参数值。最后,给出了数值算例来说明结果,并验证了我们的解的稳健性。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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