The non-linear nature of the cost of comprehensibility

Abstract A key challenge in Artificial Intelligence (AI) has been the potential trade-off between the accuracy and comprehensibility of machine learning models, as that also relates to their safe and trusted adoption. While there has been a lot of talk about this trade-off, there is no systematic st...

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Bibliographic Details
Main Authors: Sofie Goethals, David Martens, Theodoros Evgeniou
Format: Article
Language:English
Published: SpringerOpen 2022-03-01
Series:Journal of Big Data
Subjects:
Online Access:https://doi.org/10.1186/s40537-022-00579-2