Fuzzy portfolio selection using genetic algorithm

被引:0
|
作者
Rahib H. Abiyev
Mustafa Menekay
机构
[1] Near East University,Department of Computer Engineering
[2] Near East University,Department of Computer Information Systems
来源
Soft Computing | 2007年 / 11卷
关键词
Fuzzy portfolio selection; Genetic algorithm; Portfolio optimization;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents the development of fuzzy portfolio selection model in investment. Fuzzy logic is utilized in the estimation of expected return and risk. Using fuzzy logic, managers can extract useful information and estimate expected return by using not only statistical data, but also economical and financial behaviors of the companies and their business strategies. In the formulated fuzzy portfolio model, fuzzy set theory provides the possibility of trade-off between risk and return. This is obtained by assigning a satisfaction degree between criteria and constraints. Using the formulated fuzzy portfolio model, a Genetic Algorithm (GA) is applied to find optimal values of risky securities. Numerical examples are given to demonstrate the effectiveness of proposed method.
引用
收藏
页码:1157 / 1163
页数:6
相关论文
共 50 条
  • [1] Fuzzy portfolio selection using genetic algorithm
    Abiyev, Rahib H.
    Menekay, Mustafa
    [J]. SOFT COMPUTING, 2007, 11 (12) : 1157 - 1163
  • [2] Portfolio selection with fuzzy synthetic evaluation and genetic algorithm
    Nayebpur, Hamid
    Bokaei, Mohsen Nazem
    [J]. ENGINEERING COMPUTATIONS, 2017, 34 (07) : 2422 - 2434
  • [3] Portfolio selection with fuzzy MCDM using genetic algorithm - Application of financial engineering
    Wang, Hsing-Wen
    [J]. Proceedings of the 17th IASTED International Conference on Modelling and Simulation, 2006, : 597 - 602
  • [4] FUZZY APPROACH TO PORTFOLIO SELECTION USING GENETIC ALGORITHMS
    Aliev, Rashad
    Abiyev, Rahib
    Menekay, Mustafa
    [J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2008, 14 (04): : 525 - 540
  • [5] A Portfolio Selection Strategy Using Genetic Relation Algorithm
    Chen, Yan
    Mabu, Shingo
    Hirasawa, Kotaro
    [J]. 2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [6] A Fuzzy Clustering Algorithm for Portfolio Selection
    Duarte, Flavio Gabriel
    de Castro, Leandro Nunes
    [J]. 2019 IEEE 21ST CONFERENCE ON BUSINESS INFORMATICS (CBI), VOL 1, 2019, : 414 - 418
  • [7] A multi-objective genetic algorithm for cardinality constrained fuzzy portfolio selection
    Bermudez, J. D.
    Segura, J. V.
    Vercher, E.
    [J]. FUZZY SETS AND SYSTEMS, 2012, 188 (01) : 16 - 26
  • [8] Fuzzy stochastic price scenario based portfolio selection and its application to BSE using genetic algorithm
    Dutta, S.
    Biswal, M. P.
    Acharya, S.
    Mishra, Rajashree
    [J]. APPLIED SOFT COMPUTING, 2018, 62 : 867 - 891
  • [9] 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
  • [10] 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