Privacy and Explainability: The Effects of Data Protection on Shapley Values

There is an increasing need to provide explainability for machine learning models. There are different alternatives to provide explainability, for example, local and global methods. One of the approaches is based on Shapley values. Privacy is another critical requirement when dealing with sensitive...

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Bibliographic Details
Main Authors: Aso Bozorgpanah, Vicenç Torra, Laya Aliahmadipour
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Technologies
Subjects:
Online Access:https://www.mdpi.com/2227-7080/10/6/125