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SHAP and LIME: An Evaluation of Discriminative Power in Credit Risk

In credit risk estimation, the most important element is obtaining a probability of default as close as possible to the effective risk. This effort quickly prompted new, powerful algorithms that reach a far higher accuracy, but at the cost of losing intelligibility, such as Gradient Boosting or ense...

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Detalles Bibliográficos
Autores principales: Gramegna, Alex, Giudici, Paolo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8484963/
https://www.ncbi.nlm.nih.gov/pubmed/34604738
http://dx.doi.org/10.3389/frai.2021.752558