Abstract: An adjusting method for the offset of separating hyperplane of binary-classification imbalanced data was pro- posed. Firstly, the two class of samples were trained preliminarily and a normal vector of the separating hyperplane was generated. Secondly one

Key words: Imbalanced data, Projection, Support vector machines （SVM）, Parzen-window densiry, Offset