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Electronic Data Center

Journal of Automation and Information Sciences

 

ISSN for PRINT: 1064-2315

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$2573.00

Issues per year:

12

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Best Paper Award Selection - Editorial Board Site

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2008, Volume40

Issue 3

  86 pages  

DOI: 10.1615/JAutomatInfScien.v40.i3   

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Issue price - $257.00  

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  • Comparative Analysis of Some Forecasting Methods on Nonstationary Processes
  • Petr I. Bidyuk
    Institute of Applied Systems Analysis of National Technical University of Ukraine "Kiev Polytechnical Institute", Kiev, Ukraine

    Andrey V. Fedorov
    Institute of Applied System analysis of National Technical University of Ukraine "Kiev Polytechnical Institute", Kiev, Ukraine


    ABSTRACT

    Two types of mathematical models are proposed to forecast the process of stock price formation on gold. To ensure the insightful analysis of the nonstationary processes of this kind, the probabilistic dynamic Bayesian network is proposed. GMDH and autoregressive model that supplemented the probabilistic model improved the quality of decisions taken while stock exchange operations. The comparative analysis is performed and the best models are selected for the processes analyzed. The model for a short-term forecast of the conditional variance of the process is constructed.

    DOI: 10.1615/JAutomatInfScien.v40.i3.60

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