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Journal of Automation and Information Sciences
SJR: 0.238 SNIP: 0.464 CiteScore™: 0.27

ISSN 印刷: 1064-2315
ISSN オンライン: 2163-9337

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Journal of Automation and Information Sciences

DOI: 10.1615/JAutomatInfScien.v42.i11.40
pages 36-45

Comparative Analysis of Estimation Methods of Vertices Correlation while Bayesian Networks Construction

Petr I. Bidyuk
Institute for Applied System Analysis of National Technical University of Ukraine "Igor Sikorsky Kiev Polytechnic Institute", Kiev
Vladimir I. Davidenko
Joint stock company 'Raiffeisen Bank Aval", Kiev, Ukraine
Dmitriy V. Trofimenko
Educational-scientific complex Institute of Applied System Analysis of National Technical University of Ukraine "Kiev Polytechnic Institute", Ukraine
Alexander N. Terentyev
Institute of Applied System Analysis of National Technical University of Ukraine "Kiev Polytechnical Institute", Kiev, Ukraine

要約

While Bayesian networks construction the estimation methods for the correlation between the vertices are analyzed, using the heuristic algorithm. The theoretical justification of methods is carried out, the results of their practical use while construction of classical networks are considered and the algorithm of carrying out experiments on the basis of pseudo-random generation of Bayesian networks is described. The results, obtained for every method, were compared. The conclusions about the applicability of the considered methods of estimating the correlation between the vertices while constructing Bayesian networks are made.


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