Optimal randomized classification trees

Optimal randomized classification trees

19 October 2021

Antonios Tsourdos

Dolores Romero Morales

Papers citing "Optimal randomized classification trees"

11 / 11 papers shown

Title
Loss-Optimal Classification Trees: A Generalized Framework and the Logistic Case Tommaso Aldinucci Matteo Lapucci 34 0 0 01 Jun 2023
Rolling Lookahead Learning for Optimal Classification Trees Z. B. Organ Enis Kayış Taghi Khaniyev 21 0 0 21 Apr 2023
Margin Optimal Classification Trees Federico DÓnofrio G. Grani Marta Monaci L. Palagi 31 10 0 19 Oct 2022
Flexible Modeling and Multitask Learning using Differentiable Tree Ensembles Shibal Ibrahim Hussein Hazimeh Rahul Mazumder 34 4 0 19 May 2022
On multivariate randomized classification trees: $l_0$ -based sparsity, VC~dimension and decomposition methods E. Amaldi Antonio Consolo A. Manno 23 1 0 09 Dec 2021
Multiclass Optimal Classification Trees with SVM-splits V. Blanco Alberto Japón J. Puerto 16 6 0 16 Nov 2021
Coresets for Decision Trees of Signals Ibrahim Jubran Ernesto Evgeniy Sanches Shayda I. Newman Dan Feldman 22 17 0 07 Oct 2021
Sparsity in Optimal Randomized Classification Trees R. Blanquero E. Carrizosa Cristina Molero-Río Dolores Romero Morales 33 46 0 21 Feb 2020
Optimal Sparse Decision Trees Xiyang Hu Cynthia Rudin Margo Seltzer 21 173 0 29 Apr 2019
Optimization Problems for Machine Learning: A Survey Claudio Gambella Bissan Ghaddar Joe Naoum-Sawaya AI4CE 40 178 0 16 Jan 2019
A Random Forest Guided Tour Gérard Biau Erwan Scornet AI4TS 158 2,738 0 18 Nov 2015