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Asymptotic Properties of High-Dimensional Random Forests
v1v2v3v4v5 (latest)

Asymptotic Properties of High-Dimensional Random Forests

29 April 2020
Chien-Ming Chi
Patrick Vossler
Yingying Fan
Jinchi Lv
ArXiv (abs)PDFHTML

Papers citing "Asymptotic Properties of High-Dimensional Random Forests"

17 / 17 papers shown
Title
When do Random Forests work?
When do Random Forests work?
C. Revelas
O. Boldea
B. J. M. Werker
84
0
0
17 Apr 2025
Centroid Decision Forest
Centroid Decision Forest
Amjad Ali
Zardad Khan
Saeed Aldahmani
64
0
0
25 Mar 2025
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
Even naive trees are consistent
Even naive trees are consistent
Nico Foge
Markus Pauly
Lena Schmid
Marc Ditzhaus
96
0
0
10 Apr 2024
DeepLINK-T: deep learning inference for time series data using knockoffs
  and LSTM
DeepLINK-T: deep learning inference for time series data using knockoffs and LSTM
Wenxuan Zuo
Zifan Zhu
Yuxuan Du
Yi-Chun Yeh
J. Fuhrman
Jinchi Lv
Yingying Fan
Fengzhu Sun
AI4TSBDL
68
1
0
05 Apr 2024
On the Convergence of CART under Sufficient Impurity Decrease Condition
On the Convergence of CART under Sufficient Impurity Decrease Condition
Rahul Mazumder
Haoyue Wang
95
3
0
26 Oct 2023
Inference with Mondrian Random Forests
Inference with Mondrian Random Forests
M. D. Cattaneo
Jason M. Klusowski
W. Underwood
154
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
34
2
0
04 Sep 2023
On regression-adjusted imputation estimators of the average treatment
  effect
On regression-adjusted imputation estimators of the average treatment effect
Zhexiao Lin
Fang Han
59
6
0
11 Dec 2022
Consistency of Oblique Decision Tree and its Boosting and Random Forest
Consistency of Oblique Decision Tree and its Boosting and Random Forest
Haoran Zhan
Yu Liu
Yingcun Xia
60
3
0
23 Nov 2022
Ensemble Projection Pursuit for General Nonparametric Regression
Ensemble Projection Pursuit for General Nonparametric Regression
Haoran Zhan
Mingke Zhang
Yingcun Xia
107
1
0
26 Oct 2022
Convergence Rates of Oblique Regression Trees for Flexible Function
  Libraries
Convergence Rates of Oblique Regression Trees for Flexible Function Libraries
M. D. Cattaneo
Rajita Chandak
Jason M. Klusowski
91
12
0
26 Oct 2022
MCCE: Monte Carlo sampling of realistic counterfactual explanations
MCCE: Monte Carlo sampling of realistic counterfactual explanations
Annabelle Redelmeier
Martin Jullum
K. Aas
Anders Løland
BDL
64
11
0
18 Nov 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
Large Scale Prediction with Decision Trees
Large Scale Prediction with Decision Trees
Jason M. Klusowski
Peter M. Tian
68
46
0
28 Apr 2021
Optimal Nonparametric Inference with Two-Scale Distributional Nearest
  Neighbors
Optimal Nonparametric Inference with Two-Scale Distributional Nearest Neighbors
Emre Demirkaya
Yingying Fan
Lan Gao
Jinchi Lv
Patrick Vossler
Jingbo Wang
32
5
0
25 Aug 2018
1