Ensembles of Random SHAPs

The ensemble-based modifications of the well-known SHapley Additive exPlanations (SHAP) method for the local explanation of a black-box model are proposed. The modifications aim to simplify the SHAP which is computationally expensive when there is a large number of features. The main idea behind the...

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Bibliographic Details
Main Authors: Lev Utkin, Andrei Konstantinov
Format: Article
Language:English
Published: MDPI AG 2022-11-01
Series:Algorithms
Subjects:
Online Access:https://www.mdpi.com/1999-4893/15/11/431