Survey of Generalized Performance Estimation in Support Vector Machine

The performance of support vector machine is dependent on its parameters to a great extent. In order to determine the parameters of SVM, we should estimate the SVM's generalization performance firstly. Some kinds of generalization performance estimators in overseas are introduced. We also analyze the characteristics of various gener- alization performance estimator, and indicate the trend of research on the generalization performance estimator.