Portfolio optimization based on bi-objective linear programming

IF 1.8 4区 管理学 Q3 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Rairo-Operations Research Pub Date : 2023-10-25 DOI:10.1051/ro/2023170
Marzie Izadi, Mohammad Ali Yaghoobi
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Abstract

In this study‎, ‎we deal with a portfolio optimization problem including both risky and risk-free assets‎. ‎We use the infinity norm criterion to measure portfolio risk and formulate the problem as a bi-objective linear optimization problem‎. ‎Then‎, ‎a single objective linear program is considered related to the bi-objective optimization problem‎. ‎Using the well-known Karush-Kuhn-Tucker optimality conditions‎, ‎we obtain analytic formula for an optimal solution‎. ‎Moreover‎, ‎we determine the whole efficient frontier by multi-criteria optimization techniques‎. ‎Based on the theoretical results‎, ‎two algorithms are proposed for finding the portfolio weights and the efficient frontier‎. ‎Numerical examples are given for illustrating the new models and algorithms‎. Additionally, a simulation study has been conducted to assess the performance of the proposed method.
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基于双目标线性规划的投资组合优化
在本研究中,我们处理一个包括风险和无风险资产的投资组合优化问题。我们使用无穷范数准则来度量投资组合风险,并将问题表述为一个双目标线性优化问题。然后,考虑与双目标优化问题相关的单目标线性规划。利用著名的Karush-Kuhn-Tucker最优性条件,我们得到了最优解的解析公式。此外,我们通过多准则优化技术确定了整个有效边界。在理论结果的基础上,提出了寻找组合权值和有效边界的两种算法。给出了数值实例来说明新的模型和算法。此外,还进行了仿真研究,以评估所提出方法的性能。
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来源期刊
Rairo-Operations Research
Rairo-Operations Research 管理科学-运筹学与管理科学
CiteScore
3.60
自引率
22.20%
发文量
206
审稿时长
>12 weeks
期刊介绍: RAIRO-Operations Research is an international journal devoted to high-level pure and applied research on all aspects of operations research. All papers published in RAIRO-Operations Research are critically refereed according to international standards. Any paper will either be accepted (possibly with minor revisions) either submitted to another evaluation (after a major revision) or rejected. Every effort will be made by the Editorial Board to ensure a first answer concerning a submitted paper within three months, and a final decision in a period of time not exceeding six months.
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