A Debiased MDI Feature Importance Measure for Random Forests

A Debiased MDI Feature Importance Measure for Random Forests

26 June 2019

Papers citing "A Debiased MDI Feature Importance Measure for Random Forests"

14 / 14 papers shown

Title
Feature Importance Depends on Properties of the Data: Towards Choosing the Correct Explanations for Your Data and Decision Trees based Models Célia Wafa Ayad Thomas Bonnier Benjamin Bosch Sonali Parbhoo Jesse Read FAtt XAI 103 0 0 11 Feb 2025
Regression Trees Know Calculus Nathan Wycoff 31 0 0 22 May 2024
$Individualized and Global Feature Attributions for Gradient Boosted Trees in the Presence of $\ell_2$ Regularization$ Individualized and Global Feature Attributions for Gradient Boosted Trees in the Presence of $\ell_2$ Regularization Qingyao Sun 31 2 0 08 Nov 2022
How important are socioeconomic factors for hurricane performance of power systems? An analysis of disparities through machine learning Alexys Herleym Rodríguez Avellaneda A. Shafieezadeh Alper Yılmaz 14 6 0 18 Aug 2022
FACT: High-Dimensional Random Forests Inference Chien-Ming Chi Yingying Fan Jinchi Lv 32 2 0 04 Jul 2022
From global to local MDI variable importances for random forests and when they are Shapley values Antonio Sutera Gilles Louppe V. A. Huynh-Thu L. Wehenkel Pierre Geurts FAtt 29 7 0 03 Nov 2021
Bias, Fairness, and Accountability with AI and ML Algorithms Neng-Zhi Zhou Zach Zhang V. Nair Harsh Singhal Jie Chen Agus Sudjianto FaML 21 9 0 13 May 2021
MDA for random forests: inconsistency, and a practical solution via the Sobol-MDA Clément Bénard Sébastien Da Veiga Erwan Scornet 47 49 0 26 Feb 2021
Interpretable Anomaly Detection with DIFFI: Depth-based Isolation Forest Feature Importance Mattia Carletti M. Terzi Gian Antonio Susto 36 42 0 21 Jul 2020
Trees, forests, and impurity-based variable importance Erwan Scornet FAtt 37 75 0 13 Jan 2020
Analyzing CART Jason M. Klusowski 27 6 0 24 Jun 2019
Unrestricted Permutation forces Extrapolation: Variable Importance Requires at least One More Model, or There Is No Free Variable Importance Giles Hooker L. Mentch Siyu Zhou 37 153 0 01 May 2019
Unbiased Measurement of Feature Importance in Tree-Based Methods Zhengze Zhou Giles Hooker 14 63 0 12 Mar 2019
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 93 2,732 0 18 Aug 2015