Closed-Form Optimal Portfolios of Distributionally Robust Mean-CVaR Problems with Unknown Mean and Variance

被引:23
|
作者
Liu, Jia [1 ,2 ]
Chen, Zhiping [1 ]
Lisser, Abdel [2 ]
Xu, Zhujia [1 ]
机构
[1] Xi An Jiao Tong Univ, Dept Comp Sci, Sch Math & Stat, Xian 710049, Shaanxi, Peoples R China
[2] Univ Paris Sud XI, LRI, Bat 650, F-91405 Orsay, France
来源
APPLIED MATHEMATICS AND OPTIMIZATION | 2019年 / 79卷 / 03期
基金
中国国家自然科学基金;
关键词
Distributionally robust optimization; Robust portfolio selection; Nested risk measure; Conditional value-at-risk; Closed-form solution;
D O I
10.1007/s00245-017-9452-y
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we consider both one-period and multi-period distributionally robust mean-CVaR portfolio selection problems. We adopt an uncertainty set which considers the uncertainties in terms of both the distribution and the first two order moments. We use the parametric method and the dynamic programming technique to come up with the closed-form optimal solutions for both the one-period and the multi-period robust portfolio selection problems. Finally, we show that our approaches are efficient when compared with both normal based portfolio selection models, and robust approaches based on known moments.
引用
收藏
页码:671 / 693
页数:23
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