Generalized and Scalable Optimal Sparse Decision Trees

15 June 2020

Papers citing "Generalized and Scalable Optimal Sparse Decision Trees"

26 / 26 papers shown

Title
Enhanced Outsourced and Secure Inference for Tall Sparse Decision Trees Andrew Quijano Spyros T. Halkidis Kevin Gallagher Kemal Akkaya Nikolaos Samaras 17 0 0 04 May 2025
Amazing Things Come From Having Many Good Models Cynthia Rudin Chudi Zhong Lesia Semenova Margo Seltzer Ronald E. Parr Jiachang Liu Srikar Katta Jon Donnelly Harry Chen Zachery Boner 28 23 0 05 Jul 2024
Learning Interpretable Differentiable Logic Networks Chang Yue N. Jha NAI AI4CE 29 0 0 04 Jul 2024
Learning accurate and interpretable tree-based models Maria-Florina Balcan Dravyansh Sharma 44 7 0 24 May 2024
Online Learning of Decision Trees with Thompson Sampling Ayman Chaouki Jesse Read Albert Bifet 21 2 0 09 Apr 2024
What is different between these datasets? Varun Babbar Zhicheng Guo Cynthia Rudin 59 1 0 08 Mar 2024
Optimal Survival Trees: A Dynamic Programming Approach Tim Huisman J. G. M. van der Linden Emir Demirović 16 5 0 09 Jan 2024
Learning Interpretable Rules for Scalable Data Representation and Classification Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 30 6 0 22 Oct 2023
Fast hyperboloid decision tree algorithms Philippe Chlenski Ethan Turok A. Moretti I. Pe’er 29 4 0 20 Oct 2023
A Novel Memetic Strategy for Optimized Learning of Classification Trees Tommaso Aldinucci 14 0 0 13 May 2023
Rolling Lookahead Learning for Optimal Classification Trees Z. B. Organ Enis Kayış Taghi Khaniyev 13 0 0 21 Apr 2023
An Interpretable Loan Credit Evaluation Method Based on Rule Representation Learner Zi-yu Chen Xiaomeng Wang Yuanjiang Huang Tao Jia 35 1 0 03 Apr 2023
Supervised Feature Compression based on Counterfactual Analysis V. Piccialli Dolores Romero Morales Cecilia Salvatore CML 32 2 0 17 Nov 2022
Logic-Based Explainability in Machine Learning Sasha Rubin LRM XAI 50 39 0 24 Oct 2022
Margin Optimal Classification Trees Federico DÓnofrio G. Grani Marta Monaci L. Palagi 23 10 0 19 Oct 2022
Fast Optimization of Weighted Sparse Decision Trees for use in Optimal Treatment Regimes and Optimal Policy Design Ali Behrouz Mathias Lécuyer Cynthia Rudin Margo Seltzer OffRL 23 2 0 13 Oct 2022
TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization Zijie J. Wang Chudi Zhong Rui Xin Takuya Takagi Zhi Chen Duen Horng Chau Cynthia Rudin Margo Seltzer 33 14 0 19 Sep 2022
bsnsing: A decision tree induction method based on recursive optimal boolean rule composition Yan-ching Liu 33 6 0 30 May 2022
On Tackling Explanation Redundancy in Decision Trees Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 48 58 0 20 May 2022
Hierarchical Shrinkage: improving the accuracy and interpretability of tree-based methods Abhineet Agarwal Yan Shuo Tan Omer Ronen Chandan Singh Bin-Xia Yu 65 27 0 02 Feb 2022
A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds Yan Shuo Tan Abhineet Agarwal Bin Yu 19 10 0 18 Oct 2021
Scalable Rule-Based Representation Learning for Interpretable Classification Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 37 61 0 30 Sep 2021
Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges Cynthia Rudin Chaofan Chen Zhi Chen Haiyang Huang Lesia Semenova Chudi Zhong FaML AI4CE LRM 59 653 0 20 Mar 2021
Connecting Interpretability and Robustness in Decision Trees through Separation Michal Moshkovitz Yao-Yuan Yang Kamalika Chaudhuri 33 22 0 14 Feb 2021
Optimal Decision Trees for Nonlinear Metrics Emir Demirović Peter J. Stuckey 11 20 0 15 Sep 2020
Learning Certifiably Optimal Rule Lists for Categorical Data E. Angelino Nicholas Larus-Stone Daniel Alabi Margo Seltzer Cynthia Rudin 60 195 0 06 Apr 2017