Data Balancing Strategies: A Systematic Survey of Resampling and Augmentation Methods

Behnam Yousefimehr, Mehdi Ghatee, Javad Fazli +10

Imbalanced datasets, where one class significantly outnumbers others, remain a persistent challenge in machine learning, often biasing predictions toward the majority class and deg…