Safari, Amir - In: Computational Statistics 29 (2014) 6, pp. 1447-1468
According to the Statistical Learning Theory, the support vectors represent the most informative data points and compress the information contained in training set. However, a basic problem in the standard support vector machine is that when the data is noisy, there exists no guaranteed scheme...