A higher order portfolio optimization model incorporating information entropy

被引:2
|
作者
Goncalves, Guilherme [1 ]
Wanke, Peter [1 ]
Tan, Yong [2 ]
机构
[1] Univ Fed Rio de Janeiro, COPPEAD Grad Business Sch, Rua Paschoal Lemme 355, BR-21949900 Rio De Janeiro, Brazil
[2] Univ Bradford, Sch Management, Bradford BD7 1DP, W Yorkshire, England
来源
关键词
Modern Portfolio Theory; Mean-variance; Markowitz; MVSK model; MVSKE portfolio; Information entropy; SELECTION; DIVERSIFICATION; DECISION; RISK; FLOW;
D O I
10.1016/j.iswa.2022.200101
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper expands the model for higher-order moments (evolving into an MVSK model with skewness and kurtosis analysis) and compares it to the classic quadratic objective function of Markowitz. Along with the MVSK analysis, we add an information entropy variable to the model taking into account the asset's informational efficiency and diversity, and trying to encompass the high uncertainty intrinsic to the market's returns and increase the model's validity. We analyze the practical effectiveness and the complexity of creating such a multi- objective portfolio model to see if we can provide more information to the investor with the new framework.
引用
收藏
页数:15
相关论文
共 50 条
  • [31] A ROBUST OPTIMIZATION MODEL FOR PROJECT PORTFOLIO SELECTION WITH INFORMATION UNCERTAINTY
    Yao, Weijian
    Shou, Yongyi
    PROCEEDINGS OF THE 38TH INTERNATIONAL CONFERENCE ON COMPUTERS AND INDUSTRIAL ENGINEERING, VOLS 1-3, 2008, : 2355 - 2363
  • [32] Entropy: Order or Information
    Ben-Naim, Arieh
    JOURNAL OF CHEMICAL EDUCATION, 2011, 88 (05) : 594 - 596
  • [33] A polynomial goal programming approach for intuitionistic fuzzy portfolio optimization using entropy and higher moments
    Gupta, Pankaj
    Mehlawat, Mukesh Kumar
    Yadav, Sanjay
    Kumar, Arun
    APPLIED SOFT COMPUTING, 2019, 85
  • [34] Information pricing for portfolio optimization
    Banek, T
    Kulikowski, R
    CONTROL AND CYBERNETICS, 2003, 32 (04): : 867 - 882
  • [35] Two-stage portfolio optimization with higher-order conditional measures of risk
    Guelten, Sitki
    Ruszczynski, Andrzej
    ANNALS OF OPERATIONS RESEARCH, 2015, 229 (01) : 409 - 427
  • [36] Fuzzy optimization model of real estate investment portfolio based on cross entropy
    Shang Hongwei
    Xi Bao
    Sun Wenbin
    Zhong Zuowei
    PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON INNOVATION & MANAGEMENT, VOLS I AND II, 2007, : 2185 - 2189
  • [37] Two-stage portfolio optimization with higher-order conditional measures of risk
    Sıtkı Gülten
    Andrzej Ruszczyński
    Annals of Operations Research, 2015, 229 : 409 - 427
  • [38] Study on the Optimization of Portfolio Based on Entropy Theory and Mean-variance Model
    Ke, Jinchuan
    Zhang, Can
    IEEE/SOLI'2008: PROCEEDINGS OF 2008 IEEE INTERNATIONAL CONFERENCE ON SERVICE OPERATIONS AND LOGISTICS, AND INFORMATICS, VOLS 1 AND 2, 2008, : 2668 - 2672
  • [39] Global Optimization for the Portfolio Selection Model with High-Order Moments
    Yang, Liu
    Yang, Yi
    Zhong, Su-Han
    JOURNAL OF THE OPERATIONS RESEARCH SOCIETY OF CHINA, 2023,
  • [40] Order v Entropy and Cross Entropy of Uncertain Variables for Portfolio Selection
    Sajedi, Alireza
    Yari, Gholamhossein
    INTERNATIONAL JOURNAL OF FUZZY LOGIC AND INTELLIGENT SYSTEMS, 2020, 20 (01) : 35 - 42