MDI+: A Flexible Random Forest-Based Feature Importance Framework

4 July 2023

Papers citing "MDI+: A Flexible Random Forest-Based Feature Importance Framework"

5 / 5 papers shown

Title
TrIM: Transformed Iterative Mondrian Forests for Gradient-based Dimension Reduction and High-Dimensional Regression Ricardo Baptista Eliza O'Reilly Yangxinyu Xie 34 2 0 13 Jul 2024
Hierarchical Shrinkage: improving the accuracy and interpretability of tree-based methods Abhineet Agarwal Yan Shuo Tan Omer Ronen Chandan Singh Bin-Xia Yu 65 27 0 02 Feb 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 24 6 0 28 Jan 2022
MDA for random forests: inconsistency, and a practical solution via the Sobol-MDA Clément Bénard Sébastien Da Veiga Erwan Scornet 45 49 0 26 Feb 2021
Unbiased variable importance for random forests Markus Loecher FAtt 49 53 0 04 Mar 2020