To tune or not to tune the number of trees in random forest?

16 May 2017

Papers citing "To tune or not to tune the number of trees in random forest?"

13 / 13 papers shown

Title
Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles Youssouf Emine Alexandre Forel Idriss Malek Thibaut Vidal 41 0 0 28 Aug 2024
Adapting tree-based multiple imputation methods for multi-level data? A simulation study Ketevan Gurtskaia Jakob Schwerter Philipp Doebler Markus Pauly Philipp Doebler AI4CE 71 0 0 25 Jan 2024
Are Ensembles Getting Better all the Time? Pierre-Alexandre Mattei Damien Garreau OOD FedML 48 1 0 29 Nov 2023
Heterogeneous Oblique Double Random Forest M. A. Ganaie M. Tanveer I. Beheshti N. Ahmad Ponnuthurai Nagaratnam Suganthan 11 2 0 13 Apr 2023
Benchmarking optimality of time series classification methods in distinguishing diffusions Zehong Zhang Fei Lu Esther Xu Fei Terry Lyons Y. Kevrekidis Tom Woolf AI4TS 39 0 0 30 Jan 2023
Distributional Adaptive Soft Regression Trees Nikolaus Umlauf Nadja Klein 16 1 0 19 Oct 2022
Machine Learning to Support Triage of Children at Risk for Epileptic Seizures in the Pediatric Intensive Care Unit Raphael Azriel Cecil D. Hahn Thomas De Cooman S. Van Huffel E. Payne Kristin McBain Danny Eytan Joachim A. Behar 17 6 0 11 May 2022
Geometry- and Accuracy-Preserving Random Forest Proximities Jake S. Rhodes Adele Cutler Kevin R. Moon 29 76 0 29 Jan 2022
Oblique and rotation double random forest M. A. Ganaie M. Tanveer Ponnuthurai Nagaratnam Suganthan V. Snás̃el 16 48 0 03 Nov 2021
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges B. Bischl Martin Binder Michel Lang Tobias Pielok Jakob Richter ... Theresa Ullmann Marc Becker A. Boulesteix Difan Deng Marius Lindauer 85 455 0 13 Jul 2021
Two-Step Meta-Learning for Time-Series Forecasting Ensemble E. Vaičiukynas Paulius Danėnas Vilius Kontrimas Rimantas Butleris AI4TS 9 9 0 20 Nov 2020
Hyperparameters and Tuning Strategies for Random Forest Philipp Probst Marvin N. Wright A. Boulesteix 33 1,353 0 10 Apr 2018
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 113 2,735 0 18 Aug 2015