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May, 2023
机器学习中的不确定性来源 -- 统计学家的视角
Sources of Uncertainty in Machine Learning -- A Statisticians' View
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Cornelia Gruber, Patrick Oliver Schenk, Malte Schierholz, Frauke Kreuter, Göran Kauermann
TL;DR
探讨机器学习和统计学中难以避免的不确定性问题，区分概率和信息性不确定性，并分析数据对这些不确定性的影响。
Abstract
machine learning
and
deep learning
have achieved an impressive standard today, enabling us to answer questions that were inconceivable a few years ago. Besides these successes, it becomes clear, that beyond pure
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