Importance Reweighting for Biquality Learning

Pierre Nodet,Vincent Lemaire,Alexis Bondu,Antoine Cornuéjols

2021 International Joint Conference on Neural Networks (IJCNN)（2021）

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摘要

The field of Weakly Supervised Learning (WSL) has recently seen a surge of popularity, with numerous papers addressing different types of “supervision deficiencies”, namely: poor quality, non adaptability, and insufficient quantity of labels. Regarding quality, label noise can be of different types, including completely-at-random, at-random or even not-at-random. All these kinds of label noise are...

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关键词

Deep learning,Supervised learning,Neural networks,Classification algorithms,Noise measurement,Task analysis,Surges

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