Figure 1

Examples of piece-wise separable classification problems. Three binary classification examples are illustrated here, where red/blue indicates positive/negative class. The figure shows that with the help of a categorical attribute X₃, the three problems can be solved by simple hypothesis classes such as linear or polynomial models.