Finding Minimum-Cost Explanations for Predictions made by Tree Ensembles

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Finding Minimum-Cost Explanations for Predictions made by Tree Ensembles

16 March 2023

Simin Nadjm-Tehrani

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Papers citing "Finding Minimum-Cost Explanations for Predictions made by Tree Ensembles"

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Title
ASTERYX : A model-Agnostic SaT-basEd appRoach for sYmbolic and score-based eXplanations Ryma Boumazouza Fahima Cheikh Bertrand Mazure Karim Tabia 47 32 0 23 Jun 2022
On Tackling Explanation Redundancy in Decision Trees Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 75 64 0 20 May 2022
Trading Complexity for Sparsity in Random Forest Explanations Gilles Audemard S. Bellart Louenas Bounia F. Koriche Jean-Marie Lagniez Pierre Marquis 54 40 0 11 Aug 2021
Tabular Data: Deep Learning is Not All You Need Ravid Shwartz-Ziv Amitai Armon LMTD 162 1,288 0 06 Jun 2021
Explanations for Monotonic Classifiers Sasha Rubin Thomas Gerspacher M. Cooper Alexey Ignatiev Nina Narodytska FAtt 78 46 0 01 Jun 2021
On Explaining Random Forests with SAT Yacine Izza Sasha Rubin FAtt 107 75 0 21 May 2021
SAT-Based Rigorous Explanations for Decision Lists Alexey Ignatiev Sasha Rubin XAI 61 46 0 14 May 2021
On Guaranteed Optimal Robust Explanations for NLP Models Emanuele La Malfa A. Zbrzezny Rhiannon Michelmore Nicola Paoletti Marta Z. Kwiatkowska FAtt 61 48 0 08 May 2021
Scaling up Memory-Efficient Formal Verification Tools for Tree Ensembles John Törnblom Simin Nadjm-Tehrani 27 4 0 06 May 2021
Explainable Deep Learning: A Field Guide for the Uninitiated Gabrielle Ras Ning Xie Marcel van Gerven Derek Doran AAML XAI 107 379 0 30 Apr 2020
On The Reasons Behind Decisions Adnan Darwiche Auguste Hirth FaML 56 149 0 21 Feb 2020
Abduction-Based Explanations for Machine Learning Models Alexey Ignatiev Nina Narodytska Sasha Rubin FAtt 57 226 0 26 Nov 2018
A Symbolic Approach to Explaining Bayesian Network Classifiers Andy Shih Arthur Choi Adnan Darwiche FAtt 74 243 0 09 May 2018
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 817 39,062 0 09 Mar 2016

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