Computational Intelligence in Data Mining

نویسندگان

  • János Abonyi
  • Balazs Feil
  • Ajith Abraham
چکیده

This paper describes links between computational intelligence (CI), data mining and knowledge discovery. The generating elements of soft computing based data mining algorithms are defined where the extracted knowledge is represented by fuzzy rule-based expert systems. It is recognized that both model performance and interpretability are of major importance, and effort has to make to keep the resulting rule bases small and comprehensible. Therefore, the model is derived from data by CI techniques developed for feature selection, feature extraction, model optimization and model reduction (rule base simplification). Applications of these generating elements to the Wine data classification problem are also shown.

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عنوان ژورنال:
  • Informatica (Slovenia)

دوره 29  شماره 

صفحات  -

تاریخ انتشار 2005