Trees, forests, and impurity-based variable importance

13 January 2020

Papers citing "Trees, forests, and impurity-based variable importance"

17 / 17 papers shown

Title
Even naive trees are consistent Nico Foge Markus Pauly Lena Schmid Marc Ditzhaus 32 0 0 10 Apr 2024
Subgroup analysis methods for time-to-event outcomes in heterogeneous randomized controlled trials Valentine Perrin Nathan Noiry Nicolas Loiseau Alex Nowak CML 16 0 0 22 Jan 2024
MMD-based Variable Importance for Distributional Random Forest Clément Bénard Jeffrey Näf Julie Josse 34 0 0 18 Oct 2023
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
Shapley Curves: A Smoothing Perspective Ratmir Miftachov Georg Keilbar Wolfgang Karl Härdle FAtt 30 1 0 23 Nov 2022
VFLens: Co-design the Modeling Process for Efficient Vertical Federated Learning via Visualization Y. Tian He Wang Laixin Xie Xiaojuan Ma Quan Li FedML 10 1 0 02 Oct 2022
Stacked Autoencoder Based Multi-Omics Data Integration for Cancer Survival Prediction Xing Wu Qiulian Fang 11 6 0 08 Jul 2022
FACT: High-Dimensional Random Forests Inference Chien-Ming Chi Yingying Fan Jinchi Lv 29 2 0 04 Jul 2022
Interpretable Models Capable of Handling Systematic Missingness in Imbalanced Classes and Heterogeneous Datasets Sreejita Ghosh E. Baranowski Michael Biehl W. Arlt Peter Tiño the United Kingdom Utrecht University 23 6 0 04 Jun 2022
Topological Data Analysis for Anomaly Detection in Host-Based Logs T. Davies 11 2 0 25 Apr 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 21 7 0 03 Nov 2021
Evolutionary Optimization of High-Coverage Budgeted Classifiers Nolan H. Hamilton Errin W. Fulp 14 0 0 25 Oct 2021
A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds Yan Shuo Tan Abhineet Agarwal Bin Yu 6 10 0 18 Oct 2021
ControlBurn: Feature Selection by Sparse Forests Brian Liu Miao Xie Madeleine Udell 17 11 0 01 Jul 2021
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
Bridging Breiman's Brook: From Algorithmic Modeling to Statistical Learning L. Mentch Giles Hooker 11 9 0 23 Feb 2021
Nonparametric Variable Screening with Optimal Decision Stumps Jason M. Klusowski Peter M. Tian 28 5 0 05 Nov 2020