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Minimax optimal rates for Mondrian trees and forests
v1v2 (latest)

Minimax optimal rates for Mondrian trees and forests

15 March 2018
Jaouad Mourtada
Stéphane Gaïffas
Erwan Scornet
ArXiv (abs)PDFHTML

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

26 / 26 papers shown
Title
Centroid Decision Forest
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
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
Statistical Advantages of Oblique Randomized Decision Trees and Forests
Eliza O'Reilly
57
2
0
02 Jul 2024
Hidden Variables unseen by Random Forests
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
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
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
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
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
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?
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
Local Adaptivity of Gradient Boosting in Histogram Transform Ensemble Learning
H. Hang
40
0
0
05 Dec 2021
Scaffolding Sets
Scaffolding Sets
M. Burhanpurkar
Zhun Deng
Cynthia Dwork
Linjun Zhang
83
9
0
04 Nov 2021
Optional Pólya trees: posterior rates and uncertainty quantification
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
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
WildWood: a new Random Forest algorithm
Stéphane Gaïffas
Ibrahim Merad
Yiyang Yu
64
8
0
16 Sep 2021
Large Scale Prediction with Decision Trees
Large Scale Prediction with Decision Trees
Jason M. Klusowski
Peter M. Tian
68
46
0
28 Apr 2021
Classification with abstention but without disparities
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
Smoothing and adaptation of shifted Pólya Tree ensembles
Thibault Randrianarisoa
77
3
0
23 Oct 2020
Assumption-lean inference for generalised linear model parameters
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
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
Online Binary Space Partitioning Forests
Xuhui Fan
Bin Li
Scott A. Sisson
43
8
0
29 Feb 2020
Bayesian Nonparametric Space Partitions: A Survey
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
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
AMF: Aggregated Mondrian Forests for Online Learning
Jaouad Mourtada
Stéphane Gaïffas
Erwan Scornet
90
29
0
25 Jun 2019
Random Tessellation Forests
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
Sharp Analysis of a Simple Model for Random Forests
Jason M. Klusowski
FAtt
90
22
0
07 May 2018
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