Estimation and Inference with Trees and Forests in High Dimensions

7 July 2020

Papers citing "Estimation and Inference with Trees and Forests in High Dimensions"

13 / 13 papers shown

Title
Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation Jikai Jin Vasilis Syrgkanis CML 84 1 0 22 Feb 2024
Orthogonal Random Forest for Causal Inference Miruna Oprescu Vasilis Syrgkanis Zhiwei Steven Wu CML 20 108 0 09 Jun 2018
Impact of subsampling and pruning on random forests Roxane Duroux Erwan Scornet 54 13 0 14 Mar 2016
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 133 2,474 0 14 Oct 2015
On the asymptotics of random forests Erwan Scornet 28 88 0 07 Sep 2014
Analysis of purely random forests bias Sylvain Arlot Robin Genuer 60 77 0 15 Jul 2014
Consistency of random forests Erwan Scornet Gérard Biau Jean-Philippe Vert 89 517 0 12 May 2014
Minimax-optimal nonparametric regression in high dimensions Yun Yang S. Tokdar 53 92 0 28 Jan 2014
Confidence Intervals for Random Forests: The Jackknife and the Infinitesimal Jackknife Stefan Wager Trevor Hastie B. Efron UQCV 114 401 0 18 Nov 2013
Narrowing the Gap: Random Forests In Theory and In Practice Misha Denil David Matheson Nando de Freitas 112 229 0 04 Oct 2013
Tight conditions for consistency of variable selection in the context of high dimensionality L. Comminges A. Dalalyan 108 66 0 21 Jun 2011
Analysis of a Random Forests Model Gérard Biau 86 1,390 0 03 May 2010
Rodeo: Sparse, greedy nonparametric regression John D. Lafferty Larry A. Wasserman 114 137 0 12 Mar 2008