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May, 2021
使用深层神经网络估计基于实例的贝叶斯标签转移矩阵
Estimating Instance-dependent Label-noise Transition Matrix using DNNs
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Shuo Yang, Erkun Yang, Bo Han, Yang Liu, Min Xu...
TL;DR
本文探讨了直接对贝叶斯最优标签和噪声标签之间的转化进行建模的方法,并利用神经网络进行参数估计,从而提高了在标签噪声学习任务中的泛化能力和分类性能。
Abstract
In
label-noise learning
, estimating the
transition matrix
is a hot topic as the matrix plays an important role in building statistically consistent classifiers. Traditionally, the transition from clean distributi
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