Swati Satpute

When Does Cost-Sensitive Weighting Matter? A Classifier-Capacity Anal-ysis for Imbalanced Classification

The evidence supports a simple two-tier policy: tune the weighting scheme carefully for linear learners, and keep the plain balanced default for ensemble and boosting learners, where additional tuning yields no benefit that survives a significance test.