Interpretable machine learning

2022209 citationsJournal Articlehybrid Open Access

Authors

Valerie Chen · Carnegie Mellon University

Joon Sik Kim · Carnegie Mellon University

Gregory Plumb · Carnegie Mellon University

Ameet Talwalkar · Carnegie Mellon University

Abstract

Computer Vision: Classifier to detect objects in images Use Case: Debug the model by identifying if it uses positive spurious correlations (that is, relies on object Y to detect object X).

Topics & Keywords

Explainable Artificial Intelligence (XAI)Adversarial Robustness in Machine Learning Machine Learning and Data Classification

Publication Details

Published in: Communications of the ACM

Volume 65, Issue 8, pp. 43-50

DOI: 10.1145/3546036

Field-Weighted Citation Impact: 28.27

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Interpretable machine learning

Authors

Abstract

Topics & Keywords

Publication Details