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Asymptotic Theory for Random Forests

2 May 2014

Papers citing "Asymptotic Theory for Random Forests"

26 / 26 papers shown

Title
A simplified directional KeRF algorithm Iakovidis Isidoros Nicola Arcozzi 33 0 0 04 Jul 2024
Improved convergence rates for some kernel random forest algorithms I. Iakovidis Nicola Arcozzi 39 1 0 10 Oct 2023
On the asymptotic properties of a bagging estimator with a massive dataset Yuan Gao Riquan Zhang Hansheng Wang 44 1 0 13 Apr 2023
Consistency of Oblique Decision Tree and its Boosting and Random Forest Haoran Zhan Yu Liu Yingcun Xia 45 3 0 23 Nov 2022
Confidence Band Estimation for Survival Random Forests S. Formentini Wei Liang Ruoqing Zhu 16 0 0 26 Apr 2022
Meta-Learners for Estimation of Causal Effects: Finite Sample Cross-Fit Performance Gabriel Okasa CML 55 6 0 30 Jan 2022
Modelling hetegeneous treatment effects by quantitle local polynomial decision tree and forest Xinglin Lai CML 111 0 0 30 Nov 2021
Network Security Modeling using NetFlow Data: Detecting Botnet attacks in IP Traffic Ganesh K. Subramaniam Huan Chen R. Varadhan R. Archibald 32 2 0 19 Aug 2021
Wasserstein Random Forests and Applications in Heterogeneous Treatment Effects Qiming Du Gérard Biau Franccois Petit R. Porcher CML BDL 68 6 0 08 Jun 2020
Distributional Random Forests: Heterogeneity Adjustment and Multivariate Distributional Regression Domagoj Cevid Loris Michel Jeffrey Näf N. Meinshausen Peter Buhlmann 96 43 0 29 May 2020
Models under which random forests perform badly; consequences for applications J. A. Ferreira 18 4 0 02 Oct 2019
The Use of Binary Choice Forests to Model and Estimate Discrete Choices Ningyuan Chen G. Gallego Zhuodong Tang 29 17 0 03 Aug 2019
BooST: Boosting Smooth Trees for Partial Effect Estimation in Nonlinear Regressions Yuri R. Fonseca M. C. Medeiros Gabriel F. R. Vasconcelos Álvaro Veiga 28 9 0 10 Aug 2018
Sharp Analysis of a Simple Model for Random Forests Jason M. Klusowski FAtt 54 22 0 07 May 2018
Boosting Random Forests to Reduce Bias; One-Step Boosted Forest and its Variance Estimate Indrayudh Ghosal Giles Hooker 203 43 0 21 Mar 2018
Arbres CART et Forêts aléatoires, Importance et sélection de variables Robin Genuer Jean-Michel Poggi 153 10 0 26 Oct 2016
Unbiased split variable selection for random survival forests using maximally selected rank statistics Marvin N. Wright Theresa Dankowski A. Ziegler 129 130 0 11 May 2016
Impact of subsampling and pruning on random forests Roxane Duroux Erwan Scornet 64 13 0 14 Mar 2016
A Random Forest Guided Tour Gérard Biau Erwan Scornet AI4TS 259 2,862 0 18 Nov 2015
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 414 2,506 0 14 Oct 2015
Bootstrap Bias Corrections for Ensemble Methods Giles Hooker L. Mentch 129 17 0 01 Jun 2015
Adaptive Concentration of Regression Trees, with Application to Random Forests Stefan Wager G. Walther 168 25 0 22 Mar 2015
Random forests and kernel methods Erwan Scornet 215 229 0 12 Feb 2015
On the asymptotics of random forests Erwan Scornet 76 89 0 07 Sep 2014
Formal Hypothesis Tests for Additive Structure in Random Forests L. Mentch Giles Hooker TPM 61 4 0 07 Jun 2014
Consistency of random forests Erwan Scornet Gérard Biau Jean-Philippe Vert 201 520 0 12 May 2014