Articles with "instance dependent" as a keyword



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Towards instance-dependent label noise-tolerant classification: a probabilistic approach

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Published in 2018 at "Pattern Analysis and Applications"

DOI: 10.1007/s10044-018-0750-z

Abstract: Learning from labelled data is becoming more and more challenging due to inherent imperfection of training labels. Existing label noise-tolerant learning machines were primarily designed to tackle class-conditional noise which occurs at random, independently from… read more here.

Keywords: label noise; dependent label; noise tolerant; instance dependent ... See more keywords