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Ian Covert

2 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2
same name
  • Ian Covert — 5 papers, h 16

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedAlgorithms to estimate Shapley value feature attributions

21 citations · 21 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2023

Feature Selection in the Contrastive Analysis Setting

Ethan Weinberger, Ian Covert, Su-In Lee

Contrastive analysis (CA) refers to the exploration of variations uniquely enriched in a target dataset as compared to a corresponding background dataset generated from sources of…

cs.LG2022★ 21 cited

Algorithms to estimate Shapley value feature attributions

Hugh Chen, Ian C. Covert, Scott M. Lundberg +1

Feature attributions based on the Shapley value are popular for explaining machine learning models; however, their estimation is complex from both a theoretical and computational s…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.