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Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process
3 September 2021
Christoph Molnar
Timo Freiesleben
Gunnar Konig
Giuseppe Casalicchio
Marvin N. Wright
B. Bischl
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Papers citing
"Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process"
4 / 4 papers shown
Title
Fast Estimation of Partial Dependence Functions using Trees
Jinyang Liu
Tessa Steensgaard
Marvin N. Wright
Niklas Pfister
M. Hiabu
FAtt
47
0
0
17 Oct 2024
Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots
Xi Xin
Giles Hooker
Fei Huang
AAML
46
7
0
29 Apr 2024
Confident Feature Ranking
Bitya Neuhof
Y. Benjamini
FAtt
37
3
0
28 Jul 2023
Model-Agnostic Confidence Intervals for Feature Importance: A Fast and Powerful Approach Using Minipatch Ensembles
Luqin Gan
Lili Zheng
Genevera I. Allen
39
6
0
05 Jun 2022
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