Abstract: For the problem of unbalanced data classification is not discussed in the standard Proximal Support Vector Machines, a new PSVM algorithm is presented, namely BPSVM. The different penalty factors are assigned to the positive and negative training sets acc

Key words: Proximal SVM （PSVM）, Unbalanced distribution, Balanced PSVM （BPSVM）