Relationship between sample distribution and the harmfulness of class imbalance (a) is non-overlapping balanced classification task, (b) is overlapping balanced classification task, (c) and (d) are non-overlapping imbalanced classification task and overlapping imbalanced classification task, respectively, • and ★ represent the samples belonging to different classes, circular region denotes misclassified examples, and the black curve is the boundary between two classes.