• DocumentCode
    2902883
  • Title

    Forecasting Exchange Rate Volatility with Linear MA Model and Nonlinear GABP Neural Network

  • Author

    Huang, Zhigang ; Zheng, Guozhong ; Jia, Yaqin

  • Author_Institution
    Sch. of Manage., Fuzhou Univ., Fuzhou, China
  • fYear
    2011
  • fDate
    17-18 Oct. 2011
  • Firstpage
    22
  • Lastpage
    26
  • Abstract
    In order to research RMB exchange rate volatility under exchange rate elastification, this article selects the structure variables about RMB exchange rate volatility to forecast exchange rate volatility by linear moving average model (MA), general back propagation (BP) network and genetic algorithm back propagation (GABP) neural network model respectively. By comparison, we find that, in the lack of flexibility period, month-by-month MA model performs the optimal fitting and forecasting efficiency, along with the exchange rate elastification and liberalization, GABP network model done it best both in volatility value and volatility trend. Exchange rate elastification can deepen the equilibrium relationship between exchange rate and its structure variables, meanwhile, for nonlinear currency fluctuations, nonlinear GABP model could be better choice.
  • Keywords
    backpropagation; exchange rates; forecasting theory; genetic algorithms; moving average processes; neural nets; RMB exchange rate volatility; exchange rate elastification; exchange rate volatility forecasting; genetic algorithm back propagation; linear MA model; linear moving average model; nonlinear GABP neural network; Data models; Economic indicators; Exchange rates; Forecasting; Genetic algorithms; Predictive models; Exchange Rate; Neural Network; Volatility Forecasting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Business Intelligence and Financial Engineering (BIFE), 2011 Fourth International Conference on
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-1-4577-1541-9
  • Type

    conf

  • DOI
    10.1109/BIFE.2011.64
  • Filename
    6121080