Abstract: The multi-class support vector machine is commonly solved by decomposition to several binary support vector machines, which can bring complicated computation due to solving many quadratic programming problems. A multiclass classification algorithm and its

Key words: Linear programming, Multi-class classification, One-class classification, Kernel function