Neural network revisited: perception on modified Poincare map of financial time-series data

被引:4
|
作者
Situngkir, H [1 ]
Surya, Y [1 ]
机构
[1] Bandung Fe Inst, Dept Computat Sociol, Bandung 40161, Indonesia
关键词
neural network; prediction; poincare map; time series;
D O I
10.1016/j.physa.2004.06.095
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Artificial Neural Network Model for prediction of time-series data is revisited on analysis of the Indonesian stock-exchange data. We introduce the use of Multi-Layer Perceptron to percept the modified Poincare map of the given financial time-series data. The modified Poincare map is believed to become the pattern of the data that transforms the data in time-t versus the data in time-t + I graphically. We built the Multi-Layer Perceptron to percept and demonstrate predicting of the data for specific stock-exchange in Indonesia. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:100 / 103
页数:4
相关论文
共 50 条
  • [21] Time-series analysis with smoothed Convolutional Neural Network
    Aji Prasetya Wibawa
    Agung Bella Putra Utama
    Hakkun Elmunsyah
    Utomo Pujianto
    Felix Andika Dwiyanto
    Leonel Hernandez
    Journal of Big Data, 9
  • [22] Adaptive neural network model for time-series forecasting
    Wong, W. K.
    Xia, Min
    Chu, W. C.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 207 (02) : 807 - 816
  • [23] Time-series analysis with smoothed Convolutional Neural Network
    Wibawa, Aji Prasetya
    Utama, Agung Bella Putra
    Elmunsyah, Hakkun
    Pujianto, Utomo
    Dwiyanto, Felix Andika
    Hernandez, Leonel
    JOURNAL OF BIG DATA, 2022, 9 (01)
  • [24] GENERATION AND PREDICTION OF TIME-SERIES BY A NEURAL-NETWORK
    EISENSTEIN, E
    KANTER, I
    KESSLER, DA
    KINZEL, W
    PHYSICAL REVIEW LETTERS, 1995, 74 (01) : 6 - 9
  • [25] NEURAL NETWORK FORECASTING OF SHORT, NOISY TIME-SERIES
    FOSTER, WR
    COLLOPY, F
    UNGAR, LH
    COMPUTERS & CHEMICAL ENGINEERING, 1992, 16 (04) : 293 - 297
  • [26] Wavelet-like convolutional neural network structure for time-series data classification
    Park, Seungtae
    Jeong, Haedong
    Min, Hyungcheol
    Lee, Hojin
    Lee, Seungchul
    SMART STRUCTURES AND SYSTEMS, 2018, 22 (02) : 175 - 183
  • [27] Evaluation of neural network models and quality forecasting based on process time-series data
    Wang, Zhu
    Liu, Laize
    Dong, Xiujuan
    Liu, Jiaxuan
    CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 2024, 102 (04): : 1522 - 1537
  • [28] Neural Network Learning: Crustal State Estimation Method from Time-Series Data
    Okada, Akihisa
    Kaneda, Yoshiyuki
    2018 INTERNATIONAL CONFERENCE ON CONTROL, ARTIFICIAL INTELLIGENCE, ROBOTICS & OPTIMIZATION (ICCAIRO), 2018, : 141 - 146
  • [29] Evolving Neural Network Weights for Time-Series Prediction of General Aviation Flight Data
    Desell, Travis
    Clachar, Sophine
    Higgins, James
    Wild, Brandon
    PARALLEL PROBLEM SOLVING FROM NATURE - PPSN XIII, 2014, 8672 : 771 - 781
  • [30] Evolving neural network weights for time-series prediction of general aviation flight data
    Desell, Travis
    Clachar, Sophine
    Higgins, James
    Wild, Brandon
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8672 : 771 - 781