Abstract:SVM model optimal multi-parameter selection method for imbalanced data recognition was proposed.First,the connotation and necessity of SVM model multi-parameter selection were theoretically analyzed.Then,a multi-parameter selection criterion based on F-measure was given,which can represent the recognition performance completely.The genetic algorithm was used in search of optimization of multi-parameter in parallel parameter optimal selection.The proposed method can get the global optimal solutions of SVM mo...