Title of article :
Fuzzy beans in classification
Author/Authors :
Luukka، نويسنده , , Pasi، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2011
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
Journal title :
Expert Systems with Applications