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  • 标题:Fuzzy Classification System for Bioinformatics Data Analysis/ Izplūdusī klasifikācijas sistēma bioinformātikas datu analīzei/ Система нечеткой классификации данных биоинформатики
  • 作者:Madara Gasparovica-Asite ; Ludmila Aleksejeva
  • 期刊名称:Information Technology and Management Science
  • 印刷版ISSN:2255-9086
  • 电子版ISSN:2255-9094
  • 出版年度:2014
  • 卷号:17
  • 期号:1
  • 页码:92-97
  • DOI:10.1515/itms-2014-0014
  • 语种:English
  • 出版社:Walter de Gruyter GmbH
  • 摘要:This article describes the fuzzy classification system developed by the authors and that is particularly applicable to bioinformatics data classification. The description focuses on the following steps in the system: 1) Data preprocessing; 2) Classifier training and construction of the rule base; 3) Classification of new records and 4) Evaluation of the results; it also explains the details of processes in each step as well as the processes of missing data replacement, reduction of the number of alternatives and functions, construction of membership functions and stretching of the induced rules. The article concludes with a justification of the methods and algorithms chosen for each process of the system.
  • 关键词:Classification system ; data mining ; data preprocessing ; fuzzy logic
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