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
  • [21] A genetic programming environment for system modeling
    Pattern Recognition Laboratory, Dept. of Computer Engineering and Informatics, University of Patras, 26500, Patras, Greece
    不详
    不详
    不详
    Lect. Notes Comput. Sci., 1600, (85-96):
  • [22] Expressive Genetic Programming: Concepts and Applications
    Spector, Lee
    McPhee, Nicholas Freitag
    PROCEEDINGS OF THE 2016 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE (GECCO'16 COMPANION), 2016, : 589 - 608
  • [23] A Genetic Programming Environment for System Modeling
    Georgopoulos, Efstratios F.
    Zarogiannis, George P.
    Adamopoulos, Adam V.
    Vassilopoulos, Anastasios P.
    Likothanassis, Spiridon D.
    ARTIFICIAL INTELLIGENCE: THEORIES, MODELS AND APPLICATIONS, SETN 2008, 2008, 5138 : 85 - +
  • [24] A Survey of Genetic Programming and Its Applications
    Ahvanooey, Milad Taleby
    Li, Qianmu
    Wu, Ming
    Wang, Shuo
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2019, 13 (04) : 1765 - 1794
  • [25] Applications of genetic programming in cancer research
    Worzel, William P.
    Yu, Jianjun
    Almal, Arpit A.
    Chinnaiyan, Arul M.
    INTERNATIONAL JOURNAL OF BIOCHEMISTRY & CELL BIOLOGY, 2009, 41 (02): : 405 - 413
  • [26] APPLICATIONS OF MATHEMATICAL PROGRAMMING TO GENETIC BIOCONTROL
    Vasquez, Valeri n.
    Marshall, John m.
    SIAM JOURNAL ON APPLIED MATHEMATICS, 2024, 84 (03) : S392 - S411
  • [27] Applications of Genetic Programming in Data Mining
    Elkaffas, Saleh Mesbah
    Toony, Ahmed A.
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 17, 2006, 17 : 1 - 5
  • [28] Technical and Sentiment Analysis in Financial Forecasting with Genetic Programming
    Christodoulaki, Eva
    Kampouridis, Michael
    Kanellopoulos, Panagiotis
    2022 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE FOR FINANCIAL ENGINEERING AND ECONOMICS (CIFER), 2022,
  • [29] Genetic programming polynomial models of financial data series
    Iba, H
    Nikolaev, N
    PROCEEDINGS OF THE 2000 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2000, : 1459 - 1466
  • [30] Genetic forecasting algorithm with financial applications
    Chiraphadhanakul, S
    Dangprasert, P
    Avatchanakorn, V
    INTELLIGENT INFORMATION SYSTEMS, (IIS'97) PROCEEDINGS, 1997, : 174 - 178