Shapley Value Confidence Intervals for Attributing Variance Explained

The coefficient of determination, the R2, is often used to measure the variance explained by an affine combination of multiple explanatory covariates. An attribution of this explanatory contribution to each of the individual covariates is often sought in order to draw inference regarding the importa...

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Bibliographic Details
Main Authors: Daniel Fryer, Inga Strümke, Hien Nguyen
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-12-01
Series:Frontiers in Applied Mathematics and Statistics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fams.2020.587199/full