... applied on polish context to predict bankruptcy by Smiti and Soui (2020) , showing significant improvement in classification rate of machine learning algorithms. Shen et al. (2021) used ADASYN founding improved performance metrics. Finally, the issue of bankruptcy prediction is commonly...