Hybrid possibilistic and flexible robust model;
Hybrid possibilistic and flexible model;
Tehran Stock Exchange;
Conditional drawdown-at-risk;
Stock portfolio optimization;
Efficient investment portfolio;
MODEL;
D O I:
10.1016/j.eswa.2024.123754
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
This study proposes stock portfolio optimization models for risk -averse investors under uncertain conditions. To accomplish this, the study measures risk based on the conditional drawdown-at-risk (CDaR) measure, which can prevent major declines in investment as a conservative investment strategy. Given the uncertain character of the input parameters of the problem, the study first proposes a hybrid possibilistic and flexible model by considering the CDaR measure ( CDaR-HPFM ) to handle uncertainty. Furthermore, to offer more robust outcomes, the study constructs a hybrid possibilistic and flexible robust model by considering the CDaR measure ( CDaR-HPFRM ), in the forms of a non-linear and a linear mathematical programming problem. The CDaR-HPFRM can process the robustness of output decisions while dealing with uncertain parameters. The real stock exchange data of 100 companies registered on the Tehran Stock Exchange are investigated to validate the functionality of the proposed models. The results reveal that, when various penalty costs are factored in, the CDaR-HPFRM yields more efficient and more robust results than the CDaR-HPFM . Comparative results also indicate that the proposed models almost always outperform existing methods, in terms of both CDaR and rate of return measures. Proposed models can be used for all types of stock market investments (including micro -investing and investment funds) and can handle portfolio optimization and selection processes in project -based organizations.
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
South China Univ Technol, Guangdong Key Lab Clean Energy Technol, Guangzhou 511458, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Feng, Xiangyong
Lin, Shunjiang
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机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
South China Univ Technol, Guangdong Key Lab Clean Energy Technol, Guangzhou 511458, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Lin, Shunjiang
Liang, Yutao
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机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
South China Univ Technol, Guangdong Key Lab Clean Energy Technol, Guangzhou 511458, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Liang, Yutao
Lai, Xin
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h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
South China Univ Technol, Guangdong Key Lab Clean Energy Technol, Guangzhou 511458, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Lai, Xin
Liu, Mingbo
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h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
South China Univ Technol, Guangdong Key Lab Clean Energy Technol, Guangzhou 511458, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
机构:
King Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi ArabiaKing Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi Arabia
Lima, Ricardo M.
Conejo, Antonio J.
论文数: 0引用数: 0
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机构:
Ohio State Univ, Dept Integrated Syst Engn, Columbus, OH 43210 USA
Ohio State Univ, Dept Elect & Comp Engn, Columbus, OH 43210 USAKing Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi Arabia
Conejo, Antonio J.
Giraldi, Loic
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机构:
Res Inst Nucl Syst Low Carbon Energy Prod, Fuel Dept, Energy Div, French Alternat Energies & Atom Energy Commiss, F-13108 St Paul Les Durance, FranceKing Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi Arabia
Giraldi, Loic
Le Maitre, Olivier
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机构:
Ecole Polytech, Ctr Natl Rech Sci, Ctr Math Appl, INRIA, F-91128 Palaiseau, FranceKing Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi Arabia
Le Maitre, Olivier
Hoteit, Ibrahim
论文数: 0引用数: 0
h-index: 0
机构:
King Abdullah Univ Sci & Technol, Phys Sci & Engn Div, Thuwal 239556900, Saudi ArabiaKing Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi Arabia
Hoteit, Ibrahim
Knio, Omar M.
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机构:
King Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi ArabiaKing Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 239556900, Saudi Arabia
机构:
College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjin,211106, ChinaCollege of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjin,211106, China
Tao, Liangyan
Liu, Sifeng
论文数: 0引用数: 0
h-index: 0
机构:
College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjin,211106, ChinaCollege of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjin,211106, China
Liu, Sifeng
Xie, Naiming
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h-index: 0
机构:
College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjin,211106, ChinaCollege of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjin,211106, China
Xie, Naiming
Javed, Saad Ahmed
论文数: 0引用数: 0
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机构:
School of Business, Nanjing University of Information Science and Technology, Nanjing,210044, ChinaCollege of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjin,211106, China