Ensemble neural networks with fuzzy logic integration for complex time series prediction

被引:6
|
作者
Pulido, Martha [1 ]
Mancilla, Alejandra [1 ]
Melin, Patricia [1 ]
机构
[1] Tijuana Inst Technol, Calzada Tecnol S-N, Tijuana 22379, Mexico
关键词
ensemble neural model; fuzzy logic; time series prediction;
D O I
10.1504/IJIEI.2010.033531
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper the application of an ensemble neural network model for complex time series prediction is presented. The Mackey-Glass time series is considered for testing the ensemble model. Simulation results of the ensemble neural network and its integration with the methods of average, weighted average and fuzzy integration are presented. Simulation results show very good prediction of the ensemble neural network with the method of fuzzy integration.
引用
收藏
页码:89 / 103
页数:15
相关论文
共 50 条
  • [41] Neural network & fuzzy logic techniques for time series forecasting
    Lezos, G
    Tull, M
    PROCEEDINGS OF THE IEEE/IAFE 1999 CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR FINANCIAL ENGINEERING, 1999, : 191 - 197
  • [42] Neural network & fuzzy logic techniques for time series forecasting
    Lezos, Georgios
    Tull, Monte
    IEEE/IAFE Conference on Computational Intelligence for Financial Engineering, Proceedings (CIFEr), 1999, : 191 - 197
  • [43] A fuzzy logic based method for chaotic time series prediction
    Wang, M
    Rong, G
    Liao, SY
    DATA MINING AND KNOWLEDGE DISCOVERY: THEORY, TOOLS AND TECHNOLOGY III, 2001, 4384 : 313 - 322
  • [44] Forecasting Time Series by an Ensemble of Artificial Neural Networks based on transforming the Time Series
    Gutierrez, German
    Paz Sesmero, M.
    Sanchis, Araceli
    2016 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2016, : 4769 - 4774
  • [45] Analysis and prediction of aperiodic hydrodynamic oscillatory time series by feed-forward neural networks, fuzzy logic, and a local nonlinear predictor
    Gentili, Pier Luigi
    Gotoda, Hiroshi
    Dolnik, Milos
    Epstein, Irving R.
    CHAOS, 2015, 25 (01)
  • [46] Time delay dynamic fuzzy networks for time series prediction
    Oysal, Y
    COMPUTATIONAL SCIENCE - ICCS 2005, PT 1, PROCEEDINGS, 2005, 3514 : 775 - 782
  • [47] Forecasting of Multivariate Time Series via Complex Fuzzy Logic
    Yazdanbakhsh, Omolbanin
    Dick, Scott
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2017, 47 (08): : 2160 - 2171
  • [48] Neural networks and fuzzy logic
    MacLeod, C
    Maxwell, G
    ELECTRONICS WORLD, 1998, 104 (1746): : 512 - 515
  • [49] Artificial Neural Networks for Forecasting of Fuzzy Time Series
    Reuter, U.
    Moeller, B.
    COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2010, 25 (05) : 363 - 374
  • [50] Forecasting financial time series with fuzzy neural networks
    Rast, M
    1997 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT PROCESSING SYSTEMS, VOLS 1 & 2, 1997, : 432 - 434