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• W2103705607 abstract "In order to optimize the accuracy of the nearest-neighbor classification rule, a weighted distance is proposed, along with algorithms to automatically learn the corresponding weights. These weights may be specific for each class and feature, for each individual prototype, or for both. The learning algorithms are derived by (approximately) minimizing the leaving-one-out classification error of the given training set. The proposed approach is assessed through a series of experiments with UCI/STATLOG corpora, as well as with a more specific task of text classification which entails very sparse data representation and huge dimensionality. In all these experiments, the proposed approach shows a uniformly good behavior, with results comparable to or better than state-of-the-art results published with the same data so far" @default.
• W2103705607 created "2016-06-24" @default.
• W2103705607 creator A5037064633 @default.
• W2103705607 creator A5073107684 @default.
• W2103705607 date "2006-07-01" @default.
• W2103705607 modified "2023-09-25" @default.
• W2103705607 title "Learning weighted metrics to minimize nearest-neighbor classification error" @default.
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• W2103705607 doi "https://doi.org/10.1109/tpami.2006.145" @default.
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