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Nyström method is a widely used matrix approximation method for scaling up kernel methods, and existing sampling strategies for Nyström method are proposed to improve the matrix approximation accuracy, but leaving approximation independent of learning, which can result in poor predictive performance of kernel methods. In this paper, we propose a novel predictive sampling strategy (PRESS) for Nyström...
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