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Oct, 2019
机器学习中的随机不确定性和认知不确定性：概念和方法介绍
Aleatoric and Epistemic Uncertainty in Machine Learning: A Tutorial Introduction
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Eyke Hüllermeier, Willem Waegeman
TL;DR
该研究论文评估了机器学习中不确定性的现状，并尝试区分 aleatoric 和 epistemic 两种不确定性的类型。
Abstract
The notion of
uncertainty
is of major importance in machine learning and constitutes a key element of
machine learning methodology
. In line with the statistical tradition,
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