Multi-Stage Stochastic Model in Portfolio Selection Problem

被引:0
|
作者
Banihashemi, Shokoofeh [1 ]
Azarpour, Ali Moayedi [2 ]
Kaveh, Marziye [3 ]
机构
[1] Allameh Tabatabai Univ, Dept Math, Fac Math & Comp Sci, Tehran, Iran
[2] Allame Tabatabai Univ, Socioecon Stat, Tehran, Iran
[3] Azad Islamic Univ, Opreat Res, Tehran, Iran
关键词
Portfolio; multi-period investment; risk measures; genetic algorithm; EXPECTED SHORTFALL; CONDITIONAL VALUE; OPTIMIZATION; RISK;
D O I
10.2298/FIL1803991B
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper is a novel work of portfolio-selection problem solving using multi objective model considering four parameters, Expected return, downside beta coefficient, semivariance and conditional value at risk at a specified confidence level. Multi-period models can be defined as stochastic models. Early studies on portfolio selection developed using variance as a risk measure; although, theories and practices revealed that variance, considering its downsides, is not a desirable risk measure. To increase accuracy and overcoming negative aspects of variance, downside risk measures like semivarinace, downside beta covariance, value at risk and conditional value at risk was other risk measures that replaced in models. These risk measures all have advantages over variance and previous works using these parameters have shown improvements in the best portfolio selection. Purposed models are solved using genetic algorithm and for the topic completion, numerical example and plots to measure the performance of model in four dimensions are provided.
引用
收藏
页码:991 / 1001
页数:11
相关论文
共 50 条
  • [1] Multi-stage portfolio selection problem with dynamic stochastic dominance constraints
    Yu Mei
    Zhiping Chen
    Jia Liu
    Bingbing Ji
    [J]. Journal of Global Optimization, 2022, 83 : 585 - 613
  • [2] Multi-stage portfolio selection problem with dynamic stochastic dominance constraints
    Mei, Yu
    Chen, Zhiping
    Liu, Jia
    Ji, Bingbing
    [J]. JOURNAL OF GLOBAL OPTIMIZATION, 2022, 83 (03) : 585 - 613
  • [3] Multi-stage selection procedure for investment portfolio management
    Marchev, Angel, Jr.
    Marchev, Angel, Sr.
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS (CCA), 2012, : 593 - 598
  • [4] Autonomous Portfolio Investment by Multi-stage Selection Procedure
    Marchev, Angel, Jr.
    Marchev, Angel
    [J]. APPLICATIONS OF MATHEMATICS IN ENGINEERING AND ECONOMICS (AMEE'14), 2014, 1631 : 313 - 322
  • [5] A Multi-stage Multi Criteria Model for Portfolio Management
    Abdollah Arasteh
    Alireza Aliahmadi
    Mohammad Mohammadpour Omran
    [J]. Arabian Journal for Science and Engineering, 2014, 39 : 4269 - 4283
  • [6] A Multi-stage Multi Criteria Model for Portfolio Management
    Arasteh, Abdollah
    Aliahmadi, Alireza
    Omran, Mohammad Mohammadpour
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2014, 39 (05) : 4269 - 4283
  • [7] Integrating multi-stage stochastic programming and machine learning for the evaluation of policies in the electricity portfolio problem
    Murgia, Gianluca
    Sbrilli, Simone
    [J]. IMA JOURNAL OF MANAGEMENT MATHEMATICS, 2017, 28 (01) : 109 - 130
  • [8] Robust portfolio selection based on a multi-stage scenario tree
    Shen, Ruijun
    Zhang, Shuzhong
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 191 (03) : 864 - 887
  • [9] Multi-objective stock market portfolio selection using multi-stage stochastic programming with a harmony search algorithm
    H. Asgari
    J. Behnamian
    [J]. Neural Computing and Applications, 2022, 34 : 22257 - 22274
  • [10] Mortgage loan portfolio optimization using multi-stage stochastic programming
    Rasmussen, Kourosh Marjani
    Clausen, Jens
    [J]. JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 2007, 31 (03): : 742 - 766