• DocumentCode
    1618271
  • Title

    How external factors influence stock market: A model based SVM

  • Author

    Chen, Ying ; Wang, Chao ; Liang, Xun

  • fYear
    2010
  • Firstpage
    325
  • Lastpage
    329
  • Abstract
    Nowadays with the rapid development of the stock market which attracts more and more people to invest in, there are growing public concerns about the stock market. Therefore, as two of the key factors that exert great influence on the stock market, i.e., the Liquidity and Inflation Expectation draw more people´s attentions. Based on the data of the Shanghai Composite Index (INDEX for short), narrow money (M1), broad money (M2), CPI and PPI of the same period, this paper explores a new model about Inflation Expectation, liquidity and the stock market through SVM. To obtain a better model to predict INDEX, we add external factors, such as liquidity factor, into classic regression model. The experiment results reveal the existence of the quantitative relationship between the stock markets and extern factors, such as M1, M2, CPI, PPI etc.
  • Keywords
    inflation (monetary); investment; share prices; stock markets; support vector machines; external factors; inflation expectation; liquidity; model based SVM; shanghai composite index; stock market; Finance; Gallium nitride; Indexes; Lead; Machine learning; Machine learning algorithms; Supervised learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Service Operations and Logistics and Informatics (SOLI), 2010 IEEE International Conference on
  • Conference_Location
    Qingdao, Shandong
  • Print_ISBN
    978-1-4244-7118-8
  • Type

    conf

  • DOI
    10.1109/SOLI.2010.5551557
  • Filename
    5551557