ABSTRACT Class imbalance is a common problem in classification analysis, where one class of data is more abundant than the other. This study compares the performance of unbalanced data class handling techniques to overcome classification problems in three data types: simulation results from data, Germany credit card data, and housing and environmental health indicator data. The methods used to…