Performance is not enough: the story told by a Rashomon quartet

IF 1.4 2区数学 Q2 STATISTICS & PROBABILITY

Journal of Computational and Graphical Statistics Pub Date : 2024-05-14 DOI:10.1080/10618600.2024.2344616

Przemysław Biecek, Hubert Baniecki, Mateusz Krzyziński, Dianne Cook

引用次数: 0

Abstract

The usual goal of supervised learning is to find the best model, the one that optimizes a particular performance measure. However, what if the explanation provided by this model is completely diffe...

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光有表演是不够的：罗生门四重奏讲述的故事

有监督学习的通常目标是找到最佳模型，即能优化特定性能指标的模型。然而，如果该模型提供的解释完全不同呢？

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Journal of Computational and Graphical Statistics 数学-统计学与概率论

CiteScore

3.50

自引率

8.30%

发文量

153

审稿时长

>12 weeks

期刊介绍： The Journal of Computational and Graphical Statistics (JCGS) presents the very latest techniques on improving and extending the use of computational and graphical methods in statistics and data analysis. Established in 1992, this journal contains cutting-edge research, data, surveys, and more on numerical graphical displays and methods, and perception. Articles are written for readers who have a strong background in statistics but are not necessarily experts in computing. Published in March, June, September, and December.