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• W2912803324 abstract "There is a large body of work on convergence rates either in passive or active learning. Here we outline some of the results that have been obtained, more specifically in a nonparametric setting under assumptions about the smoothness and the margin noise. We also discuss the relative merits of these underlying assumptions by putting active learning in perspective with recent work on passive learning. We provide a novel active learning algorithm with a rate of convergence better than in passive learning, using a particular smoothness assumption customized for $k$-nearest neighbors. This smoothness assumption provides a dependence on the marginal distribution of the instance space unlike other recent algorithms. Our algorithm thus avoids the strong density assumption that supposes the existence of the density function of the marginal distribution of the instance space and is therefore more generally applicable." @default.
• W2912803324 created "2019-02-21" @default.
• W2912803324 creator A5077431326 @default.
• W2912803324 creator A5090823690 @default.
• W2912803324 date "2019-02-08" @default.
• W2912803324 modified "2023-09-27" @default.
• W2912803324 title "K-nn active learning under local smoothness condition" @default.
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• W2912803324 hasPublicationYear "2019" @default.
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