An exact game-theoretic variable importance index for generalized additive models

IF 1.4 2区数学 Q2 STATISTICS & PROBABILITY

Journal of Computational and Graphical Statistics Pub Date : 2024-03-13 DOI:10.1080/10618600.2024.2327577

Amir Khorrami Chokami, Giovanni Rabitti

引用次数: 0

Abstract

Generalized Additive Models (GAMs) are widely used in statistics. In this work, we aim to tackle the challenge of identifying the most influential variables in GAMs. To accomplish this, we introduc...

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广义加法模型的精确博弈论变量重要性指数

广义加法模型（GAMs）在统计学中应用广泛。在这项工作中，我们的目标是解决在 GAMs 中识别最具影响力变量的难题。为此，我们引入了...

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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.