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Debiasing MDI Feature Importance and SHAP Values in Tree Ensembles

Crossref DOI link: https://doi.org/10.1007/978-3-031-14463-9_8

Published Online: 2022-08-11

Published Print: 2022

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Loecher, Markus http://orcid.org/0000-0002-6823-1994
License Information

Text and Data Mining valid from 2022-01-01

Version of Record valid from 2022-01-01

Text and Data Mining valid from 2022-01-01

Version of Record valid from 2022-01-01
More Information

Chapter History

First Online: 11 August 2022

Conference Information

Conference Acronym: CD-MAKE

Conference Name: International Cross-Domain Conference for Machine Learning and Knowledge Extraction

Conference City: Vienna

Conference Country: Austria

Conference Year: 2022

Conference Start Date: 23 August 2022

Conference End Date: 26 August 2022

Conference Number: 6

Conference ID: cd-make2022

Conference URL: https://cd-make.net/

Peer Review Information (provided by the conference organizers)

Type: Double-blind

Conference Management System: EasyChair

Number of Submissions Sent for Review: 45

Number of Full Papers Accepted: 23

Number of Short Papers Accepted: 0

Acceptance Rate of Full Papers: 51% - The value is computed by the equation "Number of Full Papers Accepted / Number of Submissions Sent for Review * 100" and then rounded to a whole number.

Average Number of Reviews per Paper: 3

Average Number of Papers per Reviewer: 2

External Reviewers Involved: No