Distributional Random Forests: Heterogeneity Adjustment and Multivariate
Distributional Regression

Distributional Random Forests: Heterogeneity Adjustment and Multivariate Distributional Regression

29 May 2020

Jeffrey Näf

Papers citing "Distributional Random Forests: Heterogeneity Adjustment and Multivariate Distributional Regression"

11 / 11 papers shown

Title
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions Juan L. Gamella Armeen Taeb C. Heinze-Deml Peter Buhlmann CML 91 7 0 13 Mar 2025
Model Free Prediction with Uncertainty Assessment Yuling Jiao Lican Kang Jin Liu Heng Peng Heng Zuo DiffM 34 0 0 21 May 2024
Copula Approximate Bayesian Computation Using Distribution Random Forests G. Karabatsos 39 1 0 28 Feb 2024
$$\texttt{causalAssembly}$: Generating Realistic Production Data for Benchmarking Causal Discovery$ $\texttt{causalAssembly}$ : Generating Realistic Production Data for Benchmarking Causal Discovery Konstantin Göbler Tobias Windisch Mathias Drton T. Pychynski Steffen Sonntag Martin Roth CML 70 9 0 19 Jun 2023
An Efficient Doubly-Robust Test for the Kernel Treatment Effect Diego Martinez-Taboada Aaditya Ramdas Edward H. Kennedy OOD 18 5 0 26 Apr 2023
A new methodology to predict the oncotype scores based on clinico-pathological data with similar tumor profiles Z. A. Masry Romain Pic Clément Dombry Chrisine Devalland 19 6 0 13 Mar 2023
Confidence and Uncertainty Assessment for Distributional Random Forests Jeffrey Näf Corinne Emmenegger Peter Buhlmann N. Meinshausen 32 3 0 11 Feb 2023
Stone's theorem for distributional regression in Wasserstein distance Clément Dombry Thibault Modeste Romain Pic 10 4 0 02 Feb 2023
Distributional regression and its evaluation with the CRPS: Bounds and convergence of the minimax risk Romain Pic Clément Dombry Philippe Naveau Maxime Taillardat 11 5 0 09 May 2022
Minimax Optimal Conditional Density Estimation under Total Variation Smoothness Michael Li Matey Neykov Sivaraman Balakrishnan 15 9 0 12 Mar 2021
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 93 2,731 0 18 Aug 2015