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Probability bounds for active learning i...
Fermin, Ana Karina...
Probability bounds for active learning in the regression problem by Fermin, Ana Karina ( Author )
N.A
26-07-2023
In this article we consider the problem of choosing an optimal sampling scheme for the regression problem simultaneously with that of model selection. We consider a batch type approach and an on-line approach following algorithms recently developed for the classification problem. Our main tools are concentration-type inequalities which allow us to bound the supremum of the deviations of the sampling scheme corrected by an appropriate weight function.
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Article
pdf
37.08 KB
English
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MYR 0.01
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http://arxiv.org/abs/1212.4457
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