• DocumentCode
    2258392
  • Title

    Prediction Discrete Data Used BP Network Based on AGO

  • Author

    Gao, Xuejun ; Wang, Zhenyou

  • Author_Institution
    Coll. of Math., Guangdong Univ. of Technol., Guangzhou, China
  • fYear
    2010
  • fDate
    11-14 Dec. 2010
  • Firstpage
    218
  • Lastpage
    222
  • Abstract
    A method for prediction discrete data is presented in this article. In order to forecast the discrete data, the experiment that use the GM (1,1) and BP networks to predict discrete data are respectively executed, we found that AGO operation in the GM method can effectively reduce randomness of the discrete data, so AGO operation is applied into the BP network method. According to the result of the simulation experiment, we have obtained more significantly and effectively results than BP network with no used AGO operation. It is explained that BP network can effectively forecast the discrete data with AGO operation.
  • Keywords
    backpropagation; data analysis; forecasting theory; neural nets; AGO; BP network; GM method; accumulation generation operation; discrete data prediction; gray model; BP network; accumulation generation operation (AGO); prediction discrete data;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Security (CIS), 2010 International Conference on
  • Conference_Location
    Nanning
  • Print_ISBN
    978-1-4244-9114-8
  • Electronic_ISBN
    978-0-7695-4297-3
  • Type

    conf

  • DOI
    10.1109/CIS.2010.53
  • Filename
    5696266