At present, the prevalence of diabetes is increasing because human body cannot metabolize glucose level. Accurate prediction patients an important research area. Many researchers have proposed techniques to predict this disease through data mining and machine learning methods. In prediction, feature selection a key concept in preprocessing. Thus, features that are relevant used for prediction. ...