Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process

Christoph Molnar, Timo Freiesleben, Gunnar König, Julia Herbinger, Tim Reisinger, Giuseppe Casalicchio, Marvin N. Wright, Bernd Bischl. Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process. In Luca Longo, editor, Explainable Artificial Intelligence - First World Conference, xAI 2023, Lisbon, Portugal, July 26-28, 2023, Proceedings, Part I. Volume 1901 of Communications in Computer and Information Science, pages 456-479, Springer, 2023. [doi]

Abstract

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