Fig. 1

Example of two-dimensional case. In the left, the blue and red open circles represent the candidates of inputs with y=1 and y=−1, respectively. In the right, the filled circles and the curve represent the sampled inputs, the black solid line is the estimated decision boundary via SVM, and the purple solid line is the linear discriminant boundary