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Sistemy i Sredstva Informatiki [Systems and Means of Informatics], 2013, Volume 23, Issue 2, Pages 244–259
DOI: https://doi.org/10.14357/08696527130216
(Mi ssi323)
 

Data preprocessing and extraction of logical rules based on the genetic algorithm

V. N. Gridin, V. I. Solodovnikov

Center of Information Technologies in Design, Russian Academy of Sciences, Odintsovo, Moscow Region, Russia
References:
Abstract: The possibility of joint use of genetic algorithms and methods for extraction of logical rules in data mining problems is considered. The combined data preprocessing algorithm is suggested. It consists in segmentation and selection of the most significant values of attributes and combinations of attributes using the genetic algorithm. It can be attributed to the so-called island algorithms as the number of populations is selected equal to the number of classes. Choosing such quantity of populations is due to the fact that the performance assessment of the rules accuracy and completeness is appropriate to produce for each class. It is shown that the genetic algorithm allows selection of logical rules in the multivariate data analysis with high accuracy and completeness. The presented algorithm can be used to analyze data in data warehouses to detect hidden patterns in them, on the basis of which the construction of rules and decision trees could be produced.
Keywords: genetic algorithm; logical rule; data mining.
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: V. N. Gridin, V. I. Solodovnikov, “Data preprocessing and extraction of logical rules based on the genetic algorithm”, Sistemy i Sredstva Inform., 23:2 (2013), 244–259
Citation in format AMSBIB
\Bibitem{GriSol13}
\by V.~N.~Gridin, V.~I.~Solodovnikov
\paper Data preprocessing and extraction of logical rules based on the genetic algorithm
\jour Sistemy i Sredstva Inform.
\yr 2013
\vol 23
\issue 2
\pages 244--259
\mathnet{http://mi.mathnet.ru/ssi323}
\crossref{https://doi.org/10.14357/08696527130216}
\elib{https://elibrary.ru/item.asp?id=20880343}
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    Системы и средства информатики
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