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Vicinal Risk Minimization

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 13, (2001): 416-422

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The Vicinal Risk Minimization principle establishes a bridge between generative models and methods derived from the Structural Risk Minimization Principle such as Support Vector Machines or Statistical Regularization. We explain how VRM provides a framework which integrates a number of existing algorithms, such as Parzen windows, Support ...更多

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