Abstract: One-Class SVM, as an unsupervised learning algorithm, is used widely in the areas of information security and image recognition etc. Moreover, Hyper-Sphere One-Class SVM can product a right sphere including the training examples, so it is fit to learn the

Key words: Unsupervised learning, Hyper-sphere one-class SVM,SMO algorithm