On Explaining Decision Trees

21 October 2020

Papers citing "On Explaining Decision Trees"

42 / 42 papers shown

Title
Interpretable reinforcement learning for heat pump control through asymmetric differentiable decision trees Toon Van Puyvelde Mehran Zareh Chris Develder 63 0 0 02 Jun 2025
Fixed Point Explainability Emanuele La Malfa Jon Vadillo Marco Molinari Michael Wooldridge 161 0 0 18 May 2025
Feature Relevancy, Necessity and Usefulness: Complexity and Algorithms Tomás Capdevielle Santiago Cifuentes FAtt 92 0 0 06 May 2025
A Mathematical Philosophy of Explanations in Mechanistic Interpretability -- The Strange Science Part I.i Kola Ayonrinde Louis Jaburi MILM 198 1 0 01 May 2025
Self-Explaining Neural Networks for Business Process Monitoring Shahaf Bassan Shlomit Gur Sergey Zeltyn Konstantinos Mavrogiorgos Ron Eliav Dimosthenis Kyriazis 113 0 0 23 Mar 2025
Conceptual Learning via Embedding Approximations for Reinforcing Interpretability and Transparency Maor Dikter Tsachi Blau Chaim Baskin 132 0 0 13 Jun 2024
Logic-Based Explainability: Past, Present & Future Joao Marques-Silva 96 3 0 04 Jun 2024
Logic-based Explanations for Linear Support Vector Classifiers with Reject Option Francisco Mateus Rocha Thiago Alves Rocha Reginaldo Pereira Fernandes Ribeiro A. Neto FAtt LRM 30 0 0 24 Mar 2024
A Survey on Radar-Based Fall Detection Shuting Hu Siyang Cao N. Toosizadeh Jennifer Barton Melvin G. Hector Mindy J. Fain 22 10 0 07 Dec 2023
A Uniform Language to Explain Decision Trees Marcelo Arenas Pablo Barceló Diego Bustamante Jose Caraball Bernardo Subercaseaux 67 1 0 18 Oct 2023
Formally Explaining Neural Networks within Reactive Systems Shahaf Bassan Guy Amir Davide Corsi Idan Refaeli Guy Katz AAML 117 17 0 31 Jul 2023
Disproving XAI Myths with Formal Methods -- Initial Results Sasha Rubin 90 9 0 13 May 2023
Logic for Explainable AI Adnan Darwiche 78 8 0 09 May 2023
On Computing Probabilistic Abductive Explanations Yacine Izza Xuanxiang Huang Alexey Ignatiev Nina Narodytska Martin C. Cooper Sasha Rubin FAtt XAI 121 20 0 12 Dec 2022
Towards Formal XAI: Formally Approximate Minimal Explanations of Neural Networks Shahaf Bassan Guy Katz FAtt AAML 118 27 0 25 Oct 2022
Logic-Based Explainability in Machine Learning Sasha Rubin LRM XAI 155 40 0 24 Oct 2022
Computing Abductive Explanations for Boosted Trees Gilles Audemard Jean-Marie Lagniez Pierre Marquis N. Szczepanski 94 14 0 16 Sep 2022
A Nested Genetic Algorithm for Explaining Classification Data Sets with Decision Rules P. Matt Rosina Ziegler Danilo Brajovic Marco Roth Marco F. Huber 62 2 0 23 Aug 2022
Leveraging Explanations in Interactive Machine Learning: An Overview Stefano Teso Öznur Alkan Wolfgang Stammer Elizabeth M. Daly XAI FAtt LRM 168 63 0 29 Jul 2022
On Computing Relevant Features for Explaining NBCs Yacine Izza Sasha Rubin 102 5 0 11 Jul 2022
On Computing Probabilistic Explanations for Decision Trees Marcelo Arenas Pablo Barceló M. Romero Bernardo Subercaseaux FAtt 96 42 0 30 Jun 2022
ASTERYX : A model-Agnostic SaT-basEd appRoach for sYmbolic and score-based eXplanations Ryma Boumazouza Fahima Cheikh Bertrand Mazure Karim Tabia 79 32 0 23 Jun 2022
A Model-Agnostic SAT-based Approach for Symbolic Explanation Enumeration Ryma Boumazouza Fahima Cheikh-Alili Bertrand Mazure Karim Tabia 58 0 0 23 Jun 2022
Interpretability Guarantees with Merlin-Arthur Classifiers S. Wäldchen Kartikey Sharma Berkant Turan Max Zimmer Sebastian Pokutta FAtt 92 5 0 01 Jun 2022
On Tackling Explanation Redundancy in Decision Trees Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 105 64 0 20 May 2022
Classifying Human Activities using Machine Learning and Deep Learning Techniques Sanku Satya Uday Satti Thanuja Pavani T. Lakshmi Rohit Chivukula 36 4 0 19 May 2022
Efficient Learning of Interpretable Classification Rules Bishwamittra Ghosh Dmitry Malioutov Kuldeep S. Meel 67 8 0 14 May 2022
Explaining a Deep Reinforcement Learning Docking Agent Using Linear Model Trees with User Adapted Visualization Vilde B. Gjærum Inga Strümke O. Alsos A. Lekkas FAtt 73 16 0 01 Mar 2022
From global to local MDI variable importances for random forests and when they are Shapley values Antonio Sutera Gilles Louppe V. A. Huynh-Thu L. Wehenkel Pierre Geurts FAtt 72 7 0 03 Nov 2021
Foundations of Symbolic Languages for Model Interpretability Marcelo Arenas Daniel Baez Pablo Barceló Jorge A. Pérez Bernardo Subercaseaux ReLM LRM 172 25 0 05 Oct 2021
Trading Complexity for Sparsity in Random Forest Explanations Gilles Audemard S. Bellart Louenas Bounia F. Koriche Jean-Marie Lagniez Pierre Marquis 63 40 0 11 Aug 2021
On the Explanatory Power of Decision Trees Gilles Audemard S. Bellart Louenas Bounia F. Koriche Jean-Marie Lagniez Pierre Marquis FAtt 43 11 0 11 Aug 2021
On Efficiently Explaining Graph-Based Classifiers Xuanxiang Huang Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 118 39 0 02 Jun 2021
Efficient Explanations With Relevant Sets Yacine Izza Alexey Ignatiev Nina Narodytska Martin C. Cooper Sasha Rubin FAtt 94 16 0 01 Jun 2021
Explanations for Monotonic Classifiers Sasha Rubin Thomas Gerspacher M. Cooper Alexey Ignatiev Nina Narodytska FAtt 124 46 0 01 Jun 2021
Probabilistic Sufficient Explanations Eric Wang Pasha Khosravi Guy Van den Broeck XAI FAtt TPM 183 25 0 21 May 2021
SAT-Based Rigorous Explanations for Decision Lists Alexey Ignatiev Sasha Rubin XAI 70 46 0 14 May 2021
On the Computational Intelligibility of Boolean Classifiers Gilles Audemard S. Bellart Louenas Bounia F. Koriche Jean-Marie Lagniez Pierre Marquis 66 58 0 13 Apr 2021
Model Learning with Personalized Interpretability Estimation (ML-PIE) M. Virgolin A. D. Lorenzo Francesca Randone Eric Medvet M. Wahde 128 32 0 13 Apr 2021
On Relating 'Why?' and 'Why Not?' Explanations Alexey Ignatiev Nina Narodytska Nicholas M. Asher Sasha Rubin XAI FAtt LRM 77 26 0 21 Dec 2020
Succinct Explanations With Cascading Decision Trees Jialu Zhang Yitan Wang Mark Santolucito R. Piskac 22 1 0 13 Oct 2020
Explaining Naive Bayes and Other Linear Classifiers with Polynomial Time and Delay Sasha Rubin Thomas Gerspacher Martin C. Cooper Alexey Ignatiev Nina Narodytska FAtt 79 63 0 13 Aug 2020