Sparsity in Optimal Randomized Classification Trees

Sparsity in Optimal Randomized Classification Trees

21 February 2020

Cristina Molero-Río

Dolores Romero Morales

Papers citing "Sparsity in Optimal Randomized Classification Trees"

16 / 16 papers shown

Title
Generating collective counterfactual explanations in score-based classification via mathematical optimization E. Carrizosa Jasone Ramírez-Ayerbe Dolores Romero Morales 8 14 0 19 Oct 2023
Loss-Optimal Classification Trees: A Generalized Framework and the Logistic Case Tommaso Aldinucci Matteo Lapucci 14 0 0 01 Jun 2023
GradTree: Learning Axis-Aligned Decision Trees with Gradient Descent Sascha Marton Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt 11 11 0 05 May 2023
Rolling Lookahead Learning for Optimal Classification Trees Z. B. Organ Enis Kayış Taghi Khaniyev 8 0 0 21 Apr 2023
Optimal Sparse Regression Trees Rui Zhang Rui Xin Margo Seltzer Cynthia Rudin 15 3 0 28 Nov 2022
Margin Optimal Classification Trees Federico DÓnofrio G. Grani Marta Monaci L. Palagi 8 10 0 19 Oct 2022
Optimal Decision Diagrams for Classification Alexandre M. Florio P. Martins Maximilian Schiffer Thiago Serra Thibaut Vidal 14 12 0 28 May 2022
On multivariate randomized classification trees: $l_0$ -based sparsity, VC~dimension and decomposition methods E. Amaldi Antonio Consolo A. Manno 10 1 0 09 Dec 2021
Rule Generation for Classification: Scalability, Interpretability, and Fairness Tabea E. Rober Adia C. Lumadjeng M. Akyuz cS. .Ilker Birbil 6 2 0 21 Apr 2021
Strong Optimal Classification Trees S. Aghaei Andrés Gómez P. Vayanos 8 35 0 29 Mar 2021
Dive into Decision Trees and Forests: A Theoretical Demonstration Jinxiong Zhang 6 3 0 20 Jan 2021
MurTree: Optimal Classification Trees via Dynamic Programming and Search Emir Demirović Anna Lukina E. Hébrard Jeffrey Chan James Bailey C. Leckie K. Ramamohanarao Peter James Stuckey 4 62 0 24 Jul 2020
The Backbone Method for Ultra-High Dimensional Sparse Machine Learning Dimitris Bertsimas V. Digalakis 14 10 0 11 Jun 2020
Optimization Problems for Machine Learning: A Survey Claudio Gambella Bissan Ghaddar Joe Naoum-Sawaya AI4CE 20 177 0 16 Jan 2019
A Random Forest Guided Tour Gérard Biau Erwan Scornet AI4TS 131 2,701 0 18 Nov 2015
Gene selection with guided regularized random forest Houtao Deng G. Runger 86 285 0 28 Sep 2012