Abstract: A new class incremental learning algorithm based on hyper-sphere support vector machines is proposed in this paper. For every class, hyper-sphere support vector machine is used to get the smallest hyper-sphere in feature space that contains most samples

Key words: Support vector machine, Class incremental learning, Hyper-sphere