• DocumentCode
    1693370
  • Title

    Automatic forecasting agent for e-commerce applications

  • Author

    Guo, Wenying ; Chen, Deren ; Shih, Timothy K.

  • Author_Institution
    Zhejiang Univ., Hangzhou, China
  • Volume
    2
  • fYear
    2006
  • Abstract
    Forecasting has been playing an important role in many industries such as marketing, financial planning, and production control. This paper firstly gives a brief review of time series forecasting techniques, particularly covers moving averages model and exponential smoothing mode. We, then applies an illustrative example to these techniques with actual data and compares four different results by introducing the concept of mean square error (MSE) and mean absolute error (MAE). The technique can be used in an implementation of autonomous agent, which can be used in any e-commerce as a back end computation mechanism for applications. Finally wet conclude by summarizing the results and discussing avenues for future research.
  • Keywords
    electronic commerce; forecasting theory; mean square error methods; time series; MAE; MSE; automatic forecasting agent; back end computation mechanism; e-commerce application; mean absolute error; mean square error; time series forecasting technique; Demand forecasting; Economic forecasting; Financial management; Industrial control; Information analysis; Mean square error methods; Predictive models; Smoothing methods; Time measurement; Time series analysis; Agent; Exponential Smoothing; Forecast Error; Moving Averages; Time Series;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Information Networking and Applications, 2006. AINA 2006. 20th International Conference on
  • ISSN
    1550-445X
  • Print_ISBN
    0-7695-2466-4
  • Type

    conf

  • DOI
    10.1109/AINA.2006.110
  • Filename
    1620503