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SVM binary classification problem (adopted from Vapnik, 1995). The solid line between the two dashed lines is the optimal hyperplane. The squares represent the samples from the positive class and the circles represent the samples from the negative class. The samples represented as the filled squares and the filled circles are the support vectors.
