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• W3013480160 abstract "In statistics and machine learning, feature selection is the process of picking a subset of relevant attributes for utilizing in a predictive model. Recently, rough set-based feature selection techniques, that employ feature dependency to perform selection process, have been drawn attention. Classification of tumors based on gene expression is utilized to diagnose proper treatment and prognosis of the disease in bioinformatics applications. Microarray gene expression data includes superfluous feature genes of high dimensionality and smaller training instances. Since exact supervised classification of gene expression instances in such high-dimensional problems is very complex, the selection of appropriate genes is a crucial task for tumor classification. In this study, we present a new technique for gene selection using a discernibility matrix of fuzzy-rough sets. The proposed technique takes into account the similarity of those instances that have the same and different class labels to improve the gene selection results, while the state-of-the art previous approaches only address the similarity of instances with different class labels. To meet that requirement, we extend the Johnson reducer technique into the fuzzy case. Experimental results demonstrate that this technique provides better efficiency compared to the state-of-the-art approaches." @default.
• W3013480160 created "2020-04-03" @default.
• W3013480160 creator A5035324475 @default.
• W3013480160 creator A5059571632 @default.
• W3013480160 date "2020-03-26" @default.
• W3013480160 modified "2023-09-27" @default.
• W3013480160 title "A New Gene Selection Algorithm using Fuzzy-Rough Set Theory for Tumor Classification" @default.
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• W3013480160 hasPublicationYear "2020" @default.
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