The Support Vector Machine classifier
chooses the line whose distance from the nearest point in either class (from the
points in the training data set) is maximum. This line (called the maximum margin
line) is then used to classify other points into class A or B, depending on which
side of the line they lie on. In Figure 20.5, the maximum margin line is shown in
bold, while the other lines are shown as dashed lines