Objective criteria for explanations of machine learning models

Abstract Objective criteria to evaluate the performance of machine learning (ML) model explanations are a critical ingredient in bringing greater rigor to the field of explainable artificial intelligence. In this article, we survey three of our proposed criteria that each target different classes of...

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Bibliographic Details
Main Authors: Chih‐Kuan Yeh, Pradeep Ravikumar
Format: Article
Language:English
Published: Wiley 2021-12-01
Series:Applied AI Letters
Subjects:
Online Access:https://doi.org/10.1002/ail2.57