The class imbalance is a major issue in classification, i.e., the sample size of rare (positive) often performance bottleneck. In real-world situations, however, “near-miss” positive instances, negative but nearly-positive are sometimes plentiful. For example, natural disasters such as floods rare, while there relatively plentiful near-miss cases where actual did not occur water level approache...