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GPUTreeShap: massively parallel exact calculation of SHAP scores for tree ensembles

SHapley Additive exPlanation (SHAP) values (Lundberg & Lee, 2017) provide a game theoretic interpretation of the predictions of machine learning models based on Shapley values (Shapley, 1953). While exact calculation of SHAP values is computationally intractable in general, a recursive polynomia...

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Detalles Bibliográficos
Autores principales:	Mitchell, Rory, Frank, Eibe, Holmes, Geoffrey
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	PeerJ Inc. 2022
Materias:	Algorithms and Analysis of Algorithms
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9044362/ https://www.ncbi.nlm.nih.gov/pubmed/35494875 http://dx.doi.org/10.7717/peerj-cs.880

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