ABSTRACT Classification analysis can be applied in many cases, one of which is in the classification of household welfare status in poor and non-poor categories. If the data analyzed contains imbalanced data, it is necessary to solve the imbalanced data to avoid misclassification. If a classification is carried out, households that are actually poor tend to be classified into non-poor household…