Abstract: Support vector machine （SVM）, proposed by Vapnik based on statistical learning theory （SLT）, is a novel machine learning method which has been applied to many application fields successfully. But there are two kinds of problems to be solved in such field,

Key words: Fuzzy compensation, Multi-class classification, Support vector machine, Credit evaluation