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. 2022 May 13;24(5):687. doi: 10.3390/e24050687

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© 2022 by the authors.

Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).

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Scaled Gain FI (left) and PFI (right) for the power case experiment where only $X 1$ is informative. Since $X 1$ is informative, it is on a different scale and it is therefore omitted to improve visualization. Its mean values are $0.186$ , $0.181$ , $0.166$ and $0.145$ for Vanilla GBM, LGBM, CatBoost and CVB, respectively.