On product of positive L-R fuzzy numbers and its application to multi-period portfolio selection problems

被引:9
|
作者
Li, Xiang [1 ]
Jiang, Hui [1 ]
Guo, Sini [2 ]
Ching, Wai-ki [2 ,3 ]
Yu, Lean [1 ]
机构
[1] Beijing Univ Chem Technol, Sch Econ & Management, Beijing 100029, Peoples R China
[2] Univ Hong Kong, Dept Math, Adv Modeling & Appl Comp Lab, Pokfulam Rd, Hong Kong, Peoples R China
[3] Hughes Hall,Wollaston Rd, Cambridge, England
基金
中国国家自然科学基金;
关键词
Fuzzy sets; Fuzzy arithmetic; Positive L-R fuzzy number; Multi-period portfolio selection; INTERVAL APPROXIMATION; OPTIMIZATION;
D O I
10.1007/s10700-019-09308-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the wide applications of fuzzy theory in optimization, fuzzy arithmetic attracts great attention due to its inevitability in solution process. However, the complexity of the Zadeh extension principle significantly reduces the practicability of fuzzy optimization technology. In this paper, we prove some important properties on positive L-R fuzzy numbers, and propose a new calculation method for the product of multiple positive L-R fuzzy numbers. Furthermore, a numerical integral-based simulation algorithm (NISA) is proposed to approximate the expected value, variance and skewness of the product of positive L-R fuzzy numbers. As applications, a fuzzy multi-period utility maximization model for portfolio selection problem is considered. For handling the large number of multiplications on L-R fuzzy numbers during the optimization process, a genetic algorithm integrating NISA is designed. Finally, some numerical experiments are presented to demonstrate the advantages of NISA. The results greatly enrich the fuzzy arithmetic methods and promote the practicability of fuzzy optimization technology.
引用
收藏
页码:53 / 79
页数:27
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