EXPONENTIAL ENTROPY OF UNCERTAIN SETS AND ITS APPLICATIONS TO LEARNING CURVE AND PORTFOLIO OPTIMIZATION

被引:1
作者
Wang, Chongguo [1 ]
Shi, Gang [1 ]
Sheng, Yuhong [2 ]
Ahmadzade, Hamed [3 ]
机构
[1] Xinjiang Univ, Sch Comp Sci & Technol, Urumqi 830046, Peoples R China
[2] Xinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
[3] Univ Sistan & Baluchestan, Dept Stat, Zahedan, Iran
关键词
Uncertain set; exponential entropy; portfolio optimization; Monte-Carlo approach; mean-entropy model; RANDOM-VARIABLES; SELECTION;
D O I
10.3934/jimo.2024134
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Exponential entropy is a concept in information theory that describes the amount of uncertainty or disorder in a system. It is based on the idea that as the number of possible states or configurations of a system increases exponentially, the entropy also increases exponentially. This means that as the complexity of a system grows, the amount of uncertainty about its state also grows rapidly. Exponential entropy is a key factor in understanding the behavior of complex systems and can help us predict how they will evolve over time. A formula has been derived for calculating the exponential entropy of uncertain sets through the inversion of membership functions. Additionally, by treating exponential entropy as a risk measure, we optimize portfolio selection problems using mean-entropy models.
引用
收藏
页码:1488 / 1502
页数:15
相关论文
共 36 条
[1]   Covariance of uncertain random variables and its application to portfolio optimization [J].
Ahmadzade, Hamed ;
Gao, Rong .
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 11 (06) :2613-2624
[2]   Superstatistics [J].
Beck, C ;
Cohen, EGD .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2003, 322 (1-4) :267-275
[3]   A family of nonextensive entropies [J].
Borges, EP ;
Roditi, I .
PHYSICS LETTERS A, 1998, 246 (05) :399-402
[4]   Some properties of cumulative Tsallis entropy [J].
Cali, Camilla ;
Longobardi, Maria ;
Ahmadi, Jafar .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2017, 486 :1012-1021
[5]   An entropy based solid transportation problem in uncertain environment [J].
Chen, Baojie ;
Liu, Yajuan ;
Zhou, Tianyong .
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2019, 10 (01) :357-363
[6]   Cross-entropy measure of uncertain variables [J].
Chen, Xiaowei ;
Kar, Samarjit ;
Ralescu, Dan A. .
INFORMATION SCIENCES, 2012, 201 :53-60
[7]   Uncertain random portfolio optimization via semi-variance [J].
Cheng, Guangquan ;
Ahmadzade, Hamed ;
Farahikia, Mehran ;
Yarmohammadi, Masoud .
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2022, 13 (09) :2533-2543
[8]  
Cover T. M., 1999, Elements of information theory, DOI DOI 10.1002/047174882X
[9]   On cumulative entropies [J].
Di Crescenzo, Antonio ;
Longobardi, Maria .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2009, 139 (12) :4072-4087
[10]   Semi entropy of uncertain random variables and its application to portfolio selection [J].
Gao Jin-wu ;
Ahmadzade, Hamed ;
Farahikia, Mehran .
APPLIED MATHEMATICS-A JOURNAL OF CHINESE UNIVERSITIES SERIES B, 2022, 37 (03) :383-395