Analysis of purely random forests bias

15 July 2014

Papers citing "Analysis of purely random forests bias"

40 / 40 papers shown

Title
Statistical Advantages of Oblique Randomized Decision Trees and Forests Eliza O'Reilly 59 2 0 02 Jul 2024
Non-asymptotic Properties of Generalized Mondrian Forests in Statistical Learning Haoran Zhan Jingli Wang Yingcun Xia 85 0 0 02 Jun 2024
Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants Abdoulaye Sakho Emmanuel Malherbe Erwan Scornet 149 3 0 06 Feb 2024
On the Convergence of CART under Sufficient Impurity Decrease Condition Rahul Mazumder Haoyue Wang 95 3 0 26 Oct 2023
$Random Forest Weighted Local Fr\échet Regression with Random Objects$ Random Forest Weighted Local Fr\échet Regression with Random Objects Rui Qiu Zhou Yu Ruoqing Zhu 185 5 0 10 Feb 2022
Is interpolation benign for random forest regression? Ludovic Arnould Claire Boyer Erwan Scornet 81 6 0 08 Feb 2022
Scaffolding Sets M. Burhanpurkar Zhun Deng Cynthia Dwork Linjun Zhang 83 9 0 04 Nov 2021
Minimax Rates for High-Dimensional Random Tessellation Forests Eliza O'Reilly N. Tran 88 4 0 22 Sep 2021
WildWood: a new Random Forest algorithm Stéphane Gaïffas Ibrahim Merad Yiyang Yu 64 8 0 16 Sep 2021
A Learning Theoretic Perspective on Local Explainability Jeffrey Li Vaishnavh Nagarajan Gregory Plumb Ameet Talwalkar FAtt 62 18 0 02 Nov 2020
Smoothing and adaptation of shifted Pólya Tree ensembles Thibault Randrianarisoa 77 3 0 23 Oct 2020
Estimation and Inference with Trees and Forests in High Dimensions Vasilis Syrgkanis Manolis Zampetakis 57 32 0 07 Jul 2020
Online Binary Space Partitioning Forests Xuhui Fan Bin Li Scott A. Sisson 43 8 0 29 Feb 2020
Bayesian Nonparametric Space Partitions: A Survey Xuhui Fan Bin Li Ling Luo Scott A. Sisson 145 14 0 26 Feb 2020
Stochastic geometry to generalize the Mondrian Process Eliza O'Reilly N. Tran 76 15 0 03 Feb 2020
Estimating heterogeneous treatment effects with right-censored data via causal survival forests Yifan Cui Michael R. Kosorok Erik Sverdrup Stefan Wager Ruoqing Zhu CML 74 75 0 27 Jan 2020
Trees, forests, and impurity-based variable importance Erwan Scornet FAtt 200 77 0 13 Jan 2020
Censored Quantile Regression Forest Alexander Hanbo Li Jelena Bradic 136 17 0 08 Jan 2020
Measuring the Algorithmic Convergence of Randomized Ensembles: The Regression Setting Miles E. Lopes Suofei Wu Thomas C. M. Lee 52 5 0 04 Aug 2019
Estimating the Algorithmic Variance of Randomized Ensembles via the Bootstrap Miles E. Lopes 63 24 0 20 Jul 2019
AMF: Aggregated Mondrian Forests for Online Learning Jaouad Mourtada Stéphane Gaïffas Erwan Scornet 90 29 0 25 Jun 2019
Analyzing CART Jason M. Klusowski 99 6 0 24 Jun 2019
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification Evgenii Chzhen Christophe Denis Mohamed Hebiri L. Oneto Massimiliano Pontil FaML 227 87 0 12 Jun 2019
Fréchet random forests for metric space valued regression with non euclidean predictors L. Capitaine Jérémie Bigot R. Thiébaut Robin Genuer 56 10 0 04 Jun 2019
Best-scored Random Forest Classification H. Hang Xiaoyu Liu Ingo Steinwart 37 2 0 27 May 2019
On PAC-Bayesian Bounds for Random Forests S. Lorenzen Christian Igel Yevgeny Seldin 57 13 0 23 Oct 2018
Boulevard: Regularized Stochastic Gradient Boosted Trees and Their Limiting Distribution Yichen Zhou Giles Hooker UQCV 174 11 0 26 Jun 2018
Sharp Analysis of a Simple Model for Random Forests Jason M. Klusowski FAtt 90 22 0 07 May 2018
Minimax optimal rates for Mondrian trees and forests Jaouad Mourtada Stéphane Gaïffas Erwan Scornet 145 49 0 15 Mar 2018
Universal consistency and minimax rates for online Mondrian Forests Jaouad Mourtada Stéphane Gaïffas Erwan Scornet 101 16 0 08 Nov 2017
Consistency of survival tree and forest models: splitting bias and correction Yifan Cui Ruoqing Zhu Mai Zhou Michael R. Kosorok 69 28 0 30 Jul 2017
Arbres CART et Forêts aléatoires, Importance et sélection de variables Robin Genuer Jean-Michel Poggi 162 10 0 26 Oct 2016
Generalized Random Forests Susan Athey J. Tibshirani Stefan Wager 371 1,375 0 05 Oct 2016
Comments on: "A Random Forest Guided Tour" by G. Biau and E. Scornet Sylvain Arlot Robin Genuer 40 0 0 06 Apr 2016
Impact of subsampling and pruning on random forests Roxane Duroux Erwan Scornet 69 13 0 14 Mar 2016
Random Forests for Big Data Robin Genuer Jean-Michel Poggi Christine Tuleau-Malot N. Villa-Vialaneix 76 310 0 26 Nov 2015
A Random Forest Guided Tour Gérard Biau Erwan Scornet AI4TS 259 2,870 0 18 Nov 2015
On the use of Harrell's C for clinical risk prediction via random survival forests M. Schmid Marvin N. Wright A. Ziegler 115 100 0 11 Jul 2015
Adaptive Concentration of Regression Trees, with Application to Random Forests Stefan Wager G. Walther 171 25 0 22 Mar 2015
Random forests and kernel methods Erwan Scornet 215 230 0 12 Feb 2015