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Decomposition methods for linear support vector machines
Neural Computation
SVM in oracle database 10g: removing the barriers to widespread adoption of support vector machines
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Expert Systems with Applications: An International Journal
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Pattern Recognition Letters
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Expert Systems with Applications: An International Journal
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Support vector machines (SVMs) with the gaussian (RBF) kernel have been popular for practical use. Model selection in this class of SVMs involves two hyperparameters: the penalty parameter C and the kernel width σ. This letter analyzes the behavior of the SVM classifier when these hyperparameters take very small or very large values. Our results help in understanding the hyperparameter space that leads to an efficient heuristic method of searching for hyperparameter values with small generalization errors. The analysis also indicates that if complete model selection using the gaussian kernel has been conducted, there is no need to consider linear SVM.