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Model Averaging for Support Vector Machine by J-fold Cross-Validation

Model Averaging for Support Vector Machine by J-fold Cross-Validation

Support vector machine (SVM) is a classical tool to deal with classification problems, which is widely used in biology, statistics and machine learning and good at small sample size and high-dimensional situation. This paper proposes a model averaging method, called SVMMA, to address the uncertainty from deciding which covariates should …