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The most important features in generalized additive models might be groups of features

Abstract While analyzing the importance of features has become ubiquitous in interpretable machine learning, the joint signal from a group of related features is sometimes overlooked or inadvertently excluded. Neglecting the joint signal could bypass a critical insight: in many instances, the most s...

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Detalhes bibliográficos
Principais autores: Tomas Bosschieter, Luis França, Jessica Wolk, Yiyuan Wu, Bella Mehta, Joseph Dehoney, Orsolya Kiss, Fiona C. Baker, Qingyu Zhao, Rich Caruana, Kilian M. Pohl
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Portfolio 2026-03-01
Colecção:Scientific Reports
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Acesso em linha:https://doi.org/10.1038/s41598-026-43928-4
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