ISLAND GENETIC ALGORITHM IN THE PROBLEM OF COSTSENSITIVE DATA CLASSIFICATION
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Annotation: In the modern world, the processing and analysis of large volumes of data are becoming
increasingly important for the successful functioning of information systems. However,
effective data classification can be difficult due to various costs, such as time,
computational, and those specific to a particular domain. This article considers
approaches to data classification taking into account these costs in information systems.
An overview of existing methods for cost-sensitive classification is presented, as well as
the application of a data classification algorithm that takes into account costs in various
industries. An island genetic algorithm is used to optimize the parameters and select the
weights of the classifier model.
Keywords: classification, classification errors, cost matrix, application areas, cost
consideration, information system, cost-sensitive, genetic algorithm, island model
Page numbers: 19-32.
For citation: Demidova L.A., Shykhyev A.A., Sharshatov M.A. Island genetic algorithm in the problem of costsensitive data classification // Electronic Scientific Journal IT-Standard. – 2023. – No. 2. – pp. 19-32.