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Explaining a series of models by propagating Shapley values

Local feature attribution methods are increasingly used to explain complex machine learning models. However, current methods are limited because they are extremely expensive to compute or are not capable of explaining a distributed series of models where each model is owned by a separate institution...

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Detalles Bibliográficos
Autores principales: Chen, Hugh, Lundberg, Scott M., Lee, Su-In
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9349278/
https://www.ncbi.nlm.nih.gov/pubmed/35922410
http://dx.doi.org/10.1038/s41467-022-31384-3

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