TIME SERIES NEURAL NETWORK FORECASTING METHODS

被引:1
|
作者
文新辉
陈开周
机构
[1] The Central of Neural Network
[2] Xi’an 710071
[3] Xi’dian University
关键词
Information theory; Information processing; Neural network forecasting method;
D O I
暂无
中图分类号
TP183 [人工神经网络与计算];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper has discussed the possibility and key problem to construct the neural network time series model, and three time series neural network forecasting methods has been proposed, i. e. a neural network nonlinear time series model, a neural network multi-dimension time series model and a neural network combining predictive model. These three methods are applied to real problems. The results show that these methods are better than the traditional one. Furthermore, the neural network methods are compared with the traditional method, and the constructed model of intellectual information forecasting system is given.
引用
收藏
页码:1 / 8
页数:8
相关论文
共 50 条
  • [31] Artificial Neural Network Time Series Modeling for Revenue Forecasting
    Shamsuddin, Siti M.
    Sallehuddin, Roselina
    Yusof, Norfadziia M.
    CHIANG MAI JOURNAL OF SCIENCE, 2008, 35 (03): : 411 - 426
  • [32] 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
  • [33] 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
  • [34] Performance of Qubit Neural Network in Chaotic Time Series Forecasting
    Ueguchi, Taisei
    Matsui, Nobuyuki
    Isokawa, Teijiro
    NEURAL INFORMATION PROCESSING, ICONIP 2016, PT III, 2016, 9949 : 253 - 260
  • [35] Evolving Granular Neural Network for Fuzzy Time Series Forecasting
    Leite, Daniel
    Costa, Pyramo
    Gomide, Fernando
    2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
  • [36] Ensembles of Neural Network for Telemetry Multivariate Time Series Forecasting
    Doudkin, Alexander
    Marushko, Yauheni
    PATTERN RECOGNITION AND INFORMATION PROCESSING, 2017, 673 : 53 - 62
  • [37] An efficient neural network model for time series forecasting of malware
    Trong-Kha Nguyen
    Vu Duc Ly
    Hwang, Seong Oun
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (06) : 6089 - 6100
  • [38] NEURAL NETWORK FORECASTING OF SHORT, NOISY TIME-SERIES
    FOSTER, WR
    COLLOPY, F
    UNGAR, LH
    COMPUTERS & CHEMICAL ENGINEERING, 1992, 16 (04) : 293 - 297
  • [39] Neural network methods for forecasting turning points in economic time series: an asymmetric verification to business cycles
    Zhang, Dabin
    Yu, Lean
    Wang, Shouyang
    Xie, Haibin
    FRONTIERS OF COMPUTER SCIENCE IN CHINA, 2010, 4 (02): : 254 - 262
  • [40] Neural network methods for forecasting turning points in economic time series: an asymmetric verification to business cycles
    Dabin Zhang
    Lean Yu
    Shouyang Wang
    Haibin Xie
    Frontiers of Computer Science in China, 2010, 4 : 254 - 262