Open AccessComputer Science

Zhi-Hua Zhou

2018National Science Review

DOI: 10.1093/nsr/nwx106

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

Abstract is not available.

Citation format

ZHOU, Zhi-Hua. A brief introduction to weakly supervised learning. National Science Review, 2018, 5: 44–53.