SMOTE, or Synthetic Minority Over-sampling Technique, is a statistical method used to address the issue of imbalanced datasets. It works by generating synthetic samples for the minority class, thereby balancing the class distribution. This technique is particularly useful in epidemiological studies where certain outcomes or disease occurrences are rare.