• DocumentCode
    2762651
  • Title

    The direct execution of the expectation-maximization algorithm using symbolic processing

  • Author

    Mladenovic, Vladimir M. ; Porrat, Dana ; Lutovac, Miroslav D.

  • Author_Institution
    Eng. & Comput. Sci. Sch., Hebrew Univ. of Jerusalem, Jerusalem, Israel
  • Volume
    1
  • fYear
    2011
  • fDate
    5-8 Oct. 2011
  • Firstpage
    265
  • Lastpage
    268
  • Abstract
    This paper surveys a short study about using and applying symbolic processing to direct execution of the expectation-maximization algorithm. Formulas are derived in the manner defined by the expectation-maximization algorithm and how there are applied. Symbolic processing uses the set of equations on the same way that describe expectation maximization algorithm without any adaptation and loops of computation as usually done. The methodology of processing is described step-by-step for direct execution of expectation-maximization algorithm. Some of the advantages of symbolic processing are described in regard to numerical processing. Finally, numerical data are applied on the complete model and results are displayed.
  • Keywords
    expectation-maximisation algorithm; symbol manipulation; direct execution; expectation maximization algorithm; numerical data; numerical processing; step-by-step processing; symbolic processing; Algebra; Computers; Educational institutions; Equations; Expectation-maximization algorithms; Mathematical model; Signal processing algorithms; Computer algebra system; Direct execution; Expectation-Maximization algorithm; Implementation; Iteration; Symbolic processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Telecommunication in Modern Satellite Cable and Broadcasting Services (TELSIKS), 2011 10th International Conference on
  • Conference_Location
    Nis
  • Print_ISBN
    978-1-4577-2018-5
  • Type

    conf

  • DOI
    10.1109/TELSKS.2011.6112048
  • Filename
    6112048