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active_learning [2018/02/22 22:42]
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active_learning [2018/03/15 11:27] (current)
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 https://​arxiv.org/​pdf/​1802.07427.pdf Active Learning with Partial Feedback https://​arxiv.org/​pdf/​1802.07427.pdf Active Learning with Partial Feedback
 +
 +https://​arxiv.org/​abs/​1708.00489v3 Active Learning for Convolutional Neural Networks: A Core-Set Approach
 +
 +Our empirical analysis showed that classical
 +uncertainty based methods have limited applicability to the CNNs due to the correlations caused
 +by batch sampling. We re-formulate the active learning problem as core-set selection and study the
 +core-set problem for CNNs. We further validated our algorithm using an extensive empirical study.
 +Empirical results on three datasets showed state-of-the-art performance by a large margin.
 +