• DocumentCode
    704491
  • Title

    Exclusion of risky values of trading models parameters in investment decisions

  • Author

    Gadallah, Tarek M. ; Fors, M. Nashat ; Moneim, Ahmed Farouk Abdul

  • Author_Institution
    Fac. of Eng., Alexandria Univ., Alexandria, Egypt
  • fYear
    2015
  • fDate
    3-5 March 2015
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    Anticipated profits and the associated expected risks are the two main criteria governing appropriate investment decisions. In case of daily trading decisions in financial markets, investor ought to accept risk in order to make profit from trading. Several trading models have been introduced each of these need the appropriate selection of its parameter´s value. Present work is concerned with excluding risky values of these parameters. One of the well-known models in managing investment risk is Kelly Criterion. This criterion enables investors to decide rationally the proportion of their investment that could be released for trading. Furthermore, the current paper focuses on the capability of Kelly criterion to differentiate between risky and safe investments. The most contributing spectral analysis components are used for effectively predicting Kelly values. The effectiveness of the proposed method for different trading models is demonstrated by implementation on actual trading data. The proposed method shows a considerable decrease in Mean Absolute Error (MAE) comparing with moving average method.
  • Keywords
    investment; mean square error methods; profitability; risk management; Kelly criterion; Kelly value prediction; MAE; financial markets; investment decisions; investment risk management; mean absolute error; moving average method; parameter value selection; profits; risky investments; risky value exclusion; safe investments; spectral analysis components; trading decisions; trading model parameters; Biological system modeling; Data models; Investment; Market research; Predictive models; Spectral analysis; Time series analysis; Harmonic Analysis; Kelly Criterion; Lack of Robustness; Trading model Parameters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Engineering and Operations Management (IEOM), 2015 International Conference on
  • Conference_Location
    Dubai
  • Print_ISBN
    978-1-4799-6064-4
  • Type

    conf

  • DOI
    10.1109/IEOM.2015.7093866
  • Filename
    7093866