Abstract: Set up a modified imbalanced SVM（MISVM） mixed learning models associated with HMM, for the imbalanced data set in practice, use the strategy for adjusting the Hessian matrix diagonal parameter,increase the distance between the few samples and the hyperpla

Key words: Imbalanced DNA sequence, Kernel parameter, Hidden markov spectrum