Concepedia

I. Elizabeth Kumar

IE

Statistics

Publications

5

Citations

418

H-Index

5

Active since

2020

Affiliations

University of Utah(Current)

I. Elizabeth Kumar is an author at University of Utah specializing in machine learning, computer science, and artificial intelligence.

Publications per year

2020–2022

5

Publications

5

The Fallacy of AI Functionality

Inioluwa Deborah Raji, I. Elizabeth Kumar, Aaron Horowitz et al. · 2022 ACM Conference on Fairness, Accountability, and Transparency · 2022 · 224 citations · Full text

Computing, Computer Science, Information Technology +17

Problems with Shapley-value-based explanations as feature importance measures

I. Elizabeth Kumar, Suresh Venkatasubramanian, Carlos Scheidegger et al. · arXiv (Cornell University) · 2020 · 109 citations · Full text

Computing, Computer Science, Mathematics +16

Shapley Residuals: Quantifying the limits of the Shapley value for explanations

I. Elizabeth Kumar, Carlos Scheidegger, Suresh Venkatasubramanian et al. · Neural Information Processing Systems · 2021 · 36 citations

Business, Economics, Mathematics +9

Epistemic values in feature importance methods

Leif Hancox-Li, I. Elizabeth Kumar · 2021 · 32 citations · Full text

Humanities, Computer Science, Epistemology +11

Equalizing Credit Opportunity in Algorithms

I. Elizabeth Kumar, Keegan Hines, John P. Dickerson · 2022 · 17 citations · Full text

Computing, Computer Science, Regulatory Policy +16

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