Fig 2. Training an SVM classifier only on support vectors compared to that trained on the whole dataset.

The decision boundaries are shown as solid lines, the margins as dotted lines, and the support vectors are enclosed in circles. (a) A classifier trained on the entire dataset. (b) A classifier trained only on support vectors identified earlier by an SVM classifier trained on the whole dataset.