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A General Framework for Inference on Algorithm-Agnostic Variable Importance

Authors :
Peter B. Gilbert
Brian D. Williamson
Noah Simon
Marco Carone
Source :
Journal of the American Statistical Association. :1-14
Publication Year :
2022
Publisher :
Informa UK Limited, 2022.

Abstract

In many applications, it is of interest to assess the relative contribution of features (or subsets of features) toward the goal of predicting a response — in other words, to gauge the variable imp...

Details

ISSN :
1537274X and 01621459
Database :
OpenAIRE
Journal :
Journal of the American Statistical Association
Accession number :
edsair.doi...........51f1d70af6933ffce274d4fc6ea71ae6
Full Text :
https://doi.org/10.1080/01621459.2021.2003200