Elliptic entropy of uncertain random variables with application to portfolio selection

被引:0
|
作者
Lin Chen
Rong Gao
Yuxiang Bian
Huafei Di
机构
[1] Tianjin University,College of Management and Economics
[2] Hebei University of Technology,School of Economics and Management
[3] East China University of Political Science and Law,School of Business
[4] Guangzhou University,School of Mathematics and Information Science
来源
Soft Computing | 2021年 / 25卷
关键词
Uncertainty theory; Elliptic entropy; Uncertain random variable; Chance theory; Mean-entropy model; Diversification index;
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中图分类号
学科分类号
摘要
This paper investigates an elliptic entropy of uncertain random variables and its application in the area of portfolio selection. We first define the elliptic entropy to characterize the uncertainty of uncertain random variables and give some mathematical properties of the elliptic entropy. Then we derive a computational formula to calculate the elliptic entropy of function of uncertain random variables. Furthermore, we use the elliptic entropy to characterize the risk of investment and establish a mean-entropy portfolio selection model, in which the future security returns are described by uncertain random variables. Based on the chance theory, the equivalent form of the mean–entropy model is derived. To show the performance of the mean–entropy portfolio selection model, several numerical experiments are presented. We also numerically compare the mean–entropy model with the mean–variance model, the equi-weighted portfolio model, and the most diversified portfolio model by using three kinds of diversification indices. Numerical results show that the mean-entropy model outperforms the mean–variance model in selecting diversified portfolios no matter of using which diversification index.
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页码:1925 / 1939
页数:14
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