GENETIC PROGRAMMING APPLICATIONS IN FINANCIAL MODELING

被引:0
|
作者
Yin, Zheng [1 ]
Brabazon, Anthony [1 ]
O'Sullivan, Conall
机构
[1] Univ Coll Dublin, NCRA Grp, Dublin, Ireland
来源
MENDEL 2008 | 2008年
关键词
Financial modeling; Genetic programming; Trading strategy; Price/return prediction;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Genetic Programming (GP) is an automated computational programming methodology, inspired by the workings of natural evolution techniques. It has been applied to solve complex problems in, multiple domains including finance. This paper reviewed its applications in financial markets. Financial time series prediction and technical trading are the most attractive things in financial markets as driven by the profits. This paper analyzes GP's potential utility in these two areas and reviews its applications cross different financial markets. The future research directions of GP in financial markets have been highlighted.
引用
收藏
页码:59 / 64
页数:6
相关论文
共 50 条
  • [1] Genetic programming in computable financial economics
    Chen, SH
    Yeh, CH
    [J]. COMPUTERS AND THEIR APPLICATIONS - PROCEEDINGS OF THE ISCA 11TH INTERNATIONAL CONFERENCE, 1996, : 135 - 138
  • [2] Genetic Programming with Memory For Financial Trading
    Agapitos, Alexandros
    Brabazon, Anthony
    O'Neill, Michael
    [J]. APPLICATIONS OF EVOLUTIONARY COMPUTATION, EVOAPPLICATIONS 2016, PT I, 2016, 9597 : 19 - 34
  • [3] Nonlinear modeling for time series based on the genetic programming and its applications
    Lu, Jian-Jun
    Liu, Yun-Zing
    Tokinaga, Shozo
    [J]. PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 2097 - +
  • [4] Parsimonious genetic programming for complex process intelligent modeling: algorithm and applications
    Wei, Xun-kai
    Li, Ying-hong
    Feng, Yue
    [J]. NEURAL COMPUTING & APPLICATIONS, 2010, 19 (02): : 329 - 335
  • [5] Parsimonious genetic programming for complex process intelligent modeling: algorithm and applications
    Xun-kai Wei
    Ying-hong Li
    Yue Feng
    [J]. Neural Computing and Applications, 2010, 19 : 329 - 335
  • [6] LOGIC PROGRAMMING AS A PARADIGM FOR FINANCIAL MODELING
    MINCH, RP
    [J]. MIS QUARTERLY, 1989, 13 (01) : 65 - 84
  • [7] Genetic Programming in Groundwater Modeling
    Fallah-Mehdipour, Elahe
    Bozorg-Haddad, Omid
    Marino, Miguel A.
    [J]. JOURNAL OF HYDROLOGIC ENGINEERING, 2014, 19 (12)
  • [8] Genetic Programming for Multiscale Modeling
    Sastry, Kumara
    Johnson, D. D.
    Goldberg, David E.
    Bellon, Pascal
    [J]. INTERNATIONAL JOURNAL FOR MULTISCALE COMPUTATIONAL ENGINEERING, 2004, 2 (02) : 239 - 256
  • [9] Genetic programming for multitimescale modeling
    Sastry, K
    Johnson, DD
    Goldberg, DE
    Bellon, P
    [J]. PHYSICAL REVIEW B, 2005, 72 (08)
  • [10] Genetic programming: principles and applications
    Sette, S
    Boullart, L
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2001, 14 (06) : 727 - 736