Abstract: Training algorithm for large-scale support vector rnachines（SVM） is an important and active subject in the field of SVM research. After the analysis of the nature and difficulties in training SVM, a new reduction strategy is proposed in this paper for tra

Key words: Support vector machines, Decomposition algorithm, Reduction strategy,Centroid , Quasi-support vectors