Understanding Global Feature Contributions With
Additive Importance Measures
Ian C. Covert Scott Lundberg Su-In Lee
University of Washington Microsoft Research University of Washington
Seattle, WA Redmond, WA Seattle, WA
icovert@uw.edu scott.lundberg@microsoft.com suinlee@uw.edu
Abstract
Understanding the inner workings of complex machine learning models is a long-
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