961257.fig.003
Figure 3: Effect of on the decision boundary. The solid line ( ) allows some training errors (red example on the top left is misclassified). The dashed line ( ) does not allow any training error. Even though the case has one misclassification, it represents a trade-off between acceptable classifier performance and overfitting.