Shapley-Lorenz eXplainable Artificial Intelligence

•A new global eXplainable Artificial Intelligence method is proposed.•Our method is based on the use of Shapley values and Lorenz Zonoid decomposition.•The derived variable importance criterion fulfills explainability requirement.•The application to bitcoin data shows the above mentioned advantages....

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Bibliographic Details

Published in:	Expert systems with applications Vol. 167; p. 114104
Main Authors:	Giudici, Paolo, Raffinetti, Emanuela
Format:	Journal Article
Language:	English
Published:	New York Elsevier Ltd 01.04.2021 Elsevier BV
Subjects:	Artificial intelligence Decomposition Explainable artificial intelligence Lorenz Zonoids Predictive accuracy Shapley values Predictive accuracy Shapley values Lorenz Zonoids
ISSN:	0957-4174, 1873-6793
Online Access:	Get full text
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