Financial modelling and prediction of interest rate using fuzzy logic and genetic algorithms

被引:1
|
作者
Kingham, M
Mohammadian, M
机构
关键词
D O I
10.1109/ANZIIS.1996.573943
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 discusses the development of an intelligent Fuzzy Logic system using Genetic Algorithms for prediction of fluctuations in interest rates. The proposed system uses a set of fuzzy rules to determine quarterly interact rate. The set of rules are unknown so a knowledge base must be created from the available data. A hierarchical Fuzzy Logic system consisting of three fuzzy knowledge bases is developed. The application of the proposed method to modelling and prediction of interest rate in Australia is considered.
引用
收藏
页码:233 / 236
页数:4
相关论文
共 50 条
  • [31] A self-learning fuzzy logic controller using genetic algorithms with reinforcements
    Chiang, CK
    Chung, HY
    Lin, JJ
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1997, 5 (03) : 460 - 467
  • [32] Self-learning fuzzy logic controller using genetic algorithms with reinforcements
    Natl Central Univ, Chung-Li, Taiwan
    IEEE Trans Fuzzy Syst, 3 (460-467):
  • [33] Fuzzy logic and genetic algorithms for intelligent control of structures using MR dampers
    Yan, G
    Zhou, LL
    SMART STRUCTURES AND MATERIALS 2004: SENSORS AND SMART STRUCTURES TECHNOLOGIES FOR CIVIL, MECHANICAL, AND AEROSPACE SYSTEMS, 2004, 5391 : 555 - 565
  • [34] Intelligent agents for negotiation in electronic commerce using fuzzy logic and genetic algorithms
    Pennacchio, S
    Raimondi, FM
    Piraino, A
    PROCEEDINGS OF THE 7TH WSEAS INTERNATIONAL CONFERENCE ON AUTOMATIC CONTROL, MODELING AND SIMULATION, 2005, : 139 - 145
  • [35] Hierarchical fuzzy logic traffic control at a road junction using genetic algorithms
    Heung, TH
    Ho, TK
    1998 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AT THE IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE - PROCEEDINGS, VOL 1-2, 1998, : 1170 - 1175
  • [36] Intrusion Detection Using Data Mining Along Fuzzy Logic and Genetic Algorithms
    Dhanalakshmi, Y.
    Babu, I. Ramesh
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2008, 8 (02): : 27 - 32
  • [37] Fuzzy Logic Controllers Optimization Using Genetic Algorithms and Particle Swarm Optimization
    Martinez-Soto, Ricardo
    Castillo, Oscar
    Aguilar, Luis T.
    Melin, Patricia
    ADVANCES IN SOFT COMPUTING - MICAI 2010, PT II, 2010, 6438 : 475 - 486
  • [38] Efficiency Optimization of Induction Motor Drive using Fuzzy Logic and Genetic Algorithms
    Rouabah, Z.
    Zidani, F.
    Abdelhadi, B.
    2008 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-5, 2008, : 1001 - 1006
  • [39] Item-Location Assignment Using Fuzzy Logic Guided Genetic Algorithms
    Lau, Henry C. W.
    Chan, T. M.
    Tsui, W. T.
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2008, 12 (06) : 765 - 780
  • [40] Modelling, control and prediction using hierarchical fuzzy logic systems: Design and development
    Mohammadian M.
    Mohammadian, Masoud, 1600, IGI Global (06): : 105 - 123