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Problems with Shapley-value-based explanations as feature importance measures
,
I. Elizabeth Kumar, Suresh Venkatasubramanian, Carlos Scheidegger, Sorelle Friedler.
International Conference on Machine Learning
(2020)
Publication
Abstract
Game-theoretic formulations of feature importance have become popular as a way to
Content citing this item
Seminar
Shapley values for XAI: the good, the bad and the ugly
In this talk Anes will ask questions like: What is the true significance of Shapley values as feature importance measures? How can Shapley …
Training
Methods and issues in explainable AI
A two-day workshop for ML practitioners wishing to make their models better understandable for themselves and decision makers.
Series
Explainable AI
Large opaque models like neural networks require dedicated methods to study and interpret their behavior. In this series we review recent …
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