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In statistical learning theory (SLT), the key theorem and the bounds on the rate of uniform convergence of learning processes provide theoretical basis for the applied research of support vector machine etc., so they play important roles in SLT. In the study of two aspects, samples which we deal with are supposed to be noise-free. But it is not always the case because of the influence of human or...
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