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Aug, 2023
回归问题的校准解释
Calibrated Explanations for Regression
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Tuwe Löfström, Helena Löfström, Ulf Johansson, Cecilia Sönströd
TL;DR
本论文介绍了一个可解释的人工智能(Explainable Artificial Intelligence)方法,名为Calibrated Explanations(CE),旨在支持标准回归和概率回归,提供快速、可靠、稳定和强健的解释。CE对于概率回归表现稳定且速度与LIME相当,且不依赖于模型,并具有易于理解的条件规则。
Abstract
artificial intelligence
(AI) is often an integral part of modern decision support systems (DSSs). The best-performing predictive models used in AI-based DSSs lack transparency. Explainable
artificial intelligence
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