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A Comparative Study of Data Balancing Algorithms to Examine Optimal Class Distribution in Imbalanced Datasets: A Simulation Based Approach

In a two-class dataset, the class imbalance problem arises if there is a considerable difference between the number of samples in the classes. Many data balancing algorithms have been proposed to address this issue. However, only a limited number of studies have examined the cand...