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
Link To Document :
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