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Minimax optimal rates for Mondrian trees and forests

15 March 2018

Papers citing "Minimax optimal rates for Mondrian trees and forests"

26 / 26 papers shown

Title
Centroid Decision Forest Amjad Ali Zardad Khan Saeed Aldahmani 64 0 0 25 Mar 2025
TrIM: Transformed Iterative Mondrian Forests for Gradient-based Dimension Reduction and High-Dimensional Regression Ricardo Baptista Eliza O'Reilly Yangxinyu Xie 94 2 0 13 Jul 2024
Statistical Advantages of Oblique Randomized Decision Trees and Forests Eliza O'Reilly 57 2 0 02 Jul 2024
Hidden Variables unseen by Random Forests Ricardo Blum M. Hiabu E. Mammen J. T. Meyer 96 0 0 19 Jun 2024
Non-asymptotic Properties of Generalized Mondrian Forests in Statistical Learning Haoran Zhan Jingli Wang Yingcun Xia 85 0 0 02 Jun 2024
Grafting: Making Random Forests Consistent Nicholas Waltz 50 1 0 09 Mar 2024
Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants Abdoulaye Sakho Emmanuel Malherbe Erwan Scornet 147 3 0 06 Feb 2024
Inference with Mondrian Random Forests M. D. Cattaneo Jason M. Klusowski W. Underwood 156 8 0 15 Oct 2023
Consistency of Random Forest Type Algorithms under a Probabilistic Impurity Decrease Condition Ricardo Blum M. Hiabu E. Mammen J. T. Meyer 39 2 0 04 Sep 2023
Is interpolation benign for random forest regression? Ludovic Arnould Claire Boyer Erwan Scornet 81 6 0 08 Feb 2022
Local Adaptivity of Gradient Boosting in Histogram Transform Ensemble Learning H. Hang 40 0 0 05 Dec 2021
Scaffolding Sets M. Burhanpurkar Zhun Deng Cynthia Dwork Linjun Zhang 83 9 0 04 Nov 2021
Optional Pólya trees: posterior rates and uncertainty quantification I. Castillo Thibault Randrianarisoa 62 0 0 11 Oct 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
Large Scale Prediction with Decision Trees Jason M. Klusowski Peter M. Tian 68 46 0 28 Apr 2021
Classification with abstention but without disparities Nicolas Schreuder Evgenii Chzhen FaML 103 24 0 24 Feb 2021
Smoothing and adaptation of shifted Pólya Tree ensembles Thibault Randrianarisoa 77 3 0 23 Oct 2020
Assumption-lean inference for generalised linear model parameters S. Vansteelandt O. Dukes CML 150 54 0 15 Jun 2020
Asymptotic Properties of High-Dimensional Random Forests Chien-Ming Chi Patrick Vossler Yingying Fan Jinchi Lv 69 35 0 29 Apr 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
AMF: Aggregated Mondrian Forests for Online Learning Jaouad Mourtada Stéphane Gaïffas Erwan Scornet 90 29 0 25 Jun 2019
Random Tessellation Forests Shufei Ge Shijia Wang Yee Whye Teh Liangliang Wang L. Elliott 78 17 0 13 Jun 2019
Sharp Analysis of a Simple Model for Random Forests Jason M. Klusowski FAtt 90 22 0 07 May 2018