A Convex-Risk-Measure Based Model and Genetic Algorithm for Portfolio Selection

被引:3
|
作者
Wang, Weijia [1 ]
Hu, Jie [1 ]
Dong, Ning [2 ,3 ]
机构
[1] Shaanxi Normal Univ, Int Business Sch, Xian 710119, Peoples R China
[2] Xidian Univ, Sch Math & Stat, Xian 710071, Peoples R China
[3] Shaanxi Normal Univ, Sch Math & Informat Sci, Xian 710119, Peoples R China
基金
中国国家自然科学基金;
关键词
EVOLUTIONARY ALGORITHM; OPTIMIZATION;
D O I
10.1155/2015/451627
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A convex risk measure called weighted expected shortfall (briefly denoted as WES (Chen and Yang, 2011)) is adopted as the risk measure. This measure can reflect the reasonable risk in the stock markets. Then a portfolio optimization model based on this risk measure is set up. Furthermore, a genetic algorithm is proposed for this portfolio optimization model. At last, simulations are made on randomly chosen ten stocks for 60 days (during January 2, 2014 to April 2, 2014) from Wind database (CFD) in Shenzhen Stock Exchange, and the results indicate that the proposed model is reasonable and the proposed algorithm is effective.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Portfolio Selection Model based on Drawdown Risk Measure with Different Inputs
    Pekar, Juraj
    Brezina, Ivan
    Reiff, Marian
    [J]. 37TH INTERNATIONAL CONFERENCE ON MATHEMATICAL METHODS IN ECONOMICS 2019, 2019, : 145 - 149
  • [2] The optimal portfolio selection based on dynamic measure of risk
    Xu, Qifa
    [J]. PROCEEDINGS OF THE 2008 INTERNATIONAL CONFERENCE ON E-RISK MANAGEMENT (ICERM 2008), 2008, : 348 - 355
  • [3] Portfolio selection model based on Drawdown performance measure
    Pekar, Juraj
    Brezina, Ivan
    Brezina, Ivan, Jr.
    [J]. MATHEMATICAL METHODS IN ECONOMICS (MME 2018), 2018, : 395 - 399
  • [4] PORTFOLIO SELECTION MODEL BASED ON CVaR PERFORMANCE MEASURE
    Pekar, Juraj
    Brezina, Ivan
    Brezina, Ivan, Jr.
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE: QUANTITATIVE METHODS IN ECONOMICS: MULTIPLE CRITERIA DECISION MAKING XIX, 2018, : 266 - 271
  • [5] Compromise Approach-Based Genetic Algorithm for Constrained Multiobjective Portfolio Selection Model
    Li, Jun
    [J]. CUTTING-EDGE RESEARCH TOPICS ON MULTIPLE CRITERIA DECISION MAKING, PROCEEDINGS, 2009, 35 : 697 - 704
  • [6] A Portfolio Selection Model Using Genetic Relation Algorithm and Genetic Network Programming
    Chen, Yan
    Hirasawa, Kotaro
    [J]. IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2011, 6 (05) : 403 - 413
  • [7] A Portfolio Selection Model using Genetic Relation Algorithm and Genetic Network Programming
    Chen, Yan
    Mabu, Shingo
    Hirasawa, Kotaro
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 4378 - 4383
  • [8] A genetic relation algorithm for portfolio selection
    Chen, Yan
    Hirasawa, Kotaro
    [J]. PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING MANAGEMENT, 2009, : 335 - 340
  • [9] Research on portfolio selection model based on genetic algorithms
    Zhou, HT
    Fei, Q
    Liu, XK
    [J]. PROCEEDINGS OF 2002 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, VOLS I AND II, 2002, : 1661 - 1665
  • [10] Entropy as a measure of risk in modern portfolio selection
    Li, H
    Li, HS
    [J]. PROCEEDINGS OF 2003 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, VOLS I AND II, 2003, : 2148 - 2151