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Jun, 2023
概率分类器上的 Shapley 值
Shapley Value on Probabilistic Classifiers
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Xiang Li, Haocheng Xia, Jinfei Liu
TL;DR
本文提出了一种概率Shapley值(P-Shapley),通过构建一个基于概率分类器的类概率效用函数来量化每个数据点对概率分类器的边际贡献,并提供几种置信度校准的激活函数,从而实现评估数据重要性以构建高可用性和可信赖性ML模型的目的。
Abstract
data valuation
has become an increasingly significant discipline in data science due to the economic value of data. In the context of
machine learning
(ML),
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