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Model independent feature attributions: Shapley values that uncover non-linear dependencies

Shapley values have become increasingly popular in the machine learning literature, thanks to their attractive axiomatisation, flexibility, and uniqueness in satisfying certain notions of ‘fairness’. The flexibility arises from the myriad potential forms of the Shapley value game formulation. Amongs...

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Detalles Bibliográficos
Autores principales: Fryer, Daniel Vidali, Strumke, Inga, Nguyen, Hien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8189022/
https://www.ncbi.nlm.nih.gov/pubmed/34151001
http://dx.doi.org/10.7717/peerj-cs.582