Efficient Exploration of the Rashomon Set of Rule Set Models

5 June 2024

Papers citing "Efficient Exploration of the Rashomon Set of Rule Set Models"

11 / 11 papers shown

Title
Exploring the Whole Rashomon Set of Sparse Decision Trees Rui Xin Chudi Zhong Zhi Chen Takuya Takagi Margo Seltzer Cynthia Rudin 65 58 0 16 Sep 2022
Regularized impurity reduction: Accurate decision trees with complexity guarantees Guangyi Zhang Aristides Gionis 26 13 0 23 Aug 2022
Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges Cynthia Rudin Chaofan Chen Zhi Chen Haiyang Huang Lesia Semenova Chudi Zhong FaML AI4CE LRM 218 673 0 20 Mar 2021
Characterizing Fairness Over the Set of Good Models Under Selective Labels Amanda Coston Ashesh Rambachan Alexandra Chouldechova FaML 93 85 0 02 Jan 2021
A Survey on the Explainability of Supervised Machine Learning Nadia Burkart Marco F. Huber FaML XAI 55 775 0 16 Nov 2020
Diverse Rule Sets Guangyi Zhang Aristides Gionis 43 19 0 17 Jun 2020
"How do I fool you?": Manipulating User Trust via Misleading Black Box Explanations Himabindu Lakkaraju Osbert Bastani 65 255 0 15 Nov 2019
Predictive Multiplicity in Classification Charles Marx Flavio du Pin Calmon Berk Ustun 123 146 0 14 Sep 2019
On the Existence of Simpler Machine Learning Models Lesia Semenova Cynthia Rudin Ronald E. Parr 61 86 0 05 Aug 2019
MLIC: A MaxSAT-Based framework for learning interpretable classification rules Dmitry Malioutov Kuldeep S. Meel 50 44 0 05 Dec 2018
Learning Certifiably Optimal Rule Lists for Categorical Data E. Angelino Nicholas Larus-Stone Daniel Alabi Margo Seltzer Cynthia Rudin 97 195 0 06 Apr 2017