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Prior knowledge plays an important role in increasing the performance of support vector machine (SVM). One way to utilize prior knowledge is to assign different weight to each sample, which is called weighted support vector machine (WSVM). In this paper, a novel instance-weighted method is proposed for support vector machines. The weight is determined by the distances between a sequence of the nearest...
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