Open AccessComputer Science
Zhi-Hua Zhou
tlooto Summary
This article reviews some research progress of weakly supervised learning, focusing on three typical types of weak supervision: incomplete supervision, where only a subset of training data is given with labels; inexact supervision, Where the training data are given with only coarse-grained labels; and inaccurate supervision,Where the given labels are not always ground-truth.
Abstract
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Citation format
ZHOU, Zhi-Hua. A brief introduction to weakly supervised learning. National Science Review, 2018, 5: 44–53.