The Impact of Oversampling with SMOTE on the Performance of 3 Classifiers in Prediction of Type 2 Diabetes

Conclusions. To determine a classifier with a machine learning algorithm like the PNN and DT, class skew in data should be considered. The NB and DT were optimal classifiers in a prediction task in an imbalanced medical database.

Source: Medical Decision Making - December 15, 2015 Category: Health Management Authors: Ramezankhani, A., Pournik, O., Shahrabi, J., Azizi, F., Hadaegh, F., Khalili, D. Tags: Technical Note Source Type: research