MDA for random forests: inconsistency, and a practical solution via the Sobol-MDA

26 February 2021

Papers citing "MDA for random forests: inconsistency, and a practical solution via the Sobol-MDA"

13 / 13 papers shown

Title
MDI+: A Flexible Random Forest-Based Feature Importance Framework Abhineet Agarwal Ana M. Kenney Yan Shuo Tan Tiffany M. Tang Bin-Xia Yu 38 11 0 04 Jul 2023
Feature Importance: A Closer Look at Shapley Values and LOCO I. Verdinelli Larry A. Wasserman FAtt TDI 29 20 0 10 Mar 2023
Shapley Curves: A Smoothing Perspective Ratmir Miftachov Georg Keilbar Wolfgang Karl Härdle FAtt 30 1 0 23 Nov 2022
Local and Regional Counterfactual Rules: Summarized and Robust Recourses Salim I. Amoukou Nicolas Brunel 26 0 0 29 Sep 2022
Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models Marouane Il Idrissi Nicolas Bousquet Fabrice Gamboa Bertrand Iooss Jean-Michel Loubes 35 2 0 23 Sep 2022
FACT: High-Dimensional Random Forests Inference Chien-Ming Chi Yingying Fan Jinchi Lv 29 2 0 04 Jul 2022
Fast Interpretable Greedy-Tree Sums Yan Shuo Tan Chandan Singh Keyan Nasseri Abhineet Agarwal James Duncan Omer Ronen M. Epland Aaron E. Kornblith Bin-Xia Yu AI4CE 21 6 0 28 Jan 2022
Consistent Sufficient Explanations and Minimal Local Rules for explaining regression and classification models Salim I. Amoukou Nicolas Brunel FAtt LRM 20 5 0 08 Nov 2021
SHAFF: Fast and consistent SHApley eFfect estimates via random Forests Clément Bénard Gérard Biau Sébastien Da Veiga Erwan Scornet FAtt 24 32 0 25 May 2021
Unbiased variable importance for random forests Markus Loecher FAtt 43 53 0 04 Mar 2020
Trees, forests, and impurity-based variable importance Erwan Scornet FAtt 31 75 0 13 Jan 2020
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 35 153 0 01 May 2019
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 93 2,731 0 18 Aug 2015