| Illustration of a binary classification dataset with two protected groups: blue and orange. For ease of visualization, rather than plotting each individual data point, the densities are represented as ovals. The positive and negative signs denote the labels. The decision boundary drawn as a black dashed line separating positive predictions (regions above the line) and negative (regions below the line) labels, chosen to maximize accuracy. |
