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Interpreting machine learning predictions with LIME and Shapley values: theoretical insights, challenges, and meaningful interpretations

Published Online: 2024-12-27

Published Print: 2025-01

Authors

Henninger, Mirka https://orcid.org/0000-0003-4676-2361
Strobl, Carolin
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Text and Data Mining valid from 2024-12-27

Version of Record valid from 2024-12-27
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Article History

Received: 2 September 2024

Accepted: 11 December 2024

First Online: 27 December 2024

Declarations

:

: The authors declare that there were no conflict of interest with respect to the authorship or the publication of this article.

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