• Title of article

    Fuzzy beans in classification

  • Author/Authors

    Luukka، نويسنده , , Pasi، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2011
  • Pages
    4
  • From page
    4798
  • To page
    4801
  • Abstract
    In the article fuzzy bean based classifier is given. Three different type of structures are tested in the classifier. Fuzzy bean based classifier is supervised learning method and with proper optimization scheme promising results were covered. Differential evolution algorithm was used in optimizing the required parameters. Classifier was applied to diagnosis of liver-disorders with 73.9% classification accuracy, to Pima-Indian diabetes with 77.8% accuracy, to diagnosis of breast cancer with 97.8% accuracy and to echocardiogram with 93.0% accuracy. Results can be considered good and they compare well with results reported with literature.
  • Keywords
    Echocardiogram , Fuzzy bean classifier , Fuzzy systems , differential evolution , Learning , Liver-disorder data , Breast cancer data , diabetes data
  • Journal title
    Expert Systems with Applications
  • Serial Year
    2011
  • Journal title
    Expert Systems with Applications
  • Record number

    2349145