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Optimal Sparse Regression Trees


Dec 02, 2022
Rui Zhang, Rui Xin, Margo Seltzer, Cynthia Rudin

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* AAAI 2023, camera ready version 

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Anomaly Detection in Multiplex Dynamic Networks: from Blockchain Security to Brain Disease Prediction


Nov 15, 2022
Ali Behrouz, Margo Seltzer

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* NeurIPS 2022 Temporal Graph Learning Workshop (Spotlight) 

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Fast Optimization of Weighted Sparse Decision Trees for use in Optimal Treatment Regimes and Optimal Policy Design


Oct 13, 2022
Ali Behrouz, Mathias Lecuyer, Cynthia Rudin, Margo Seltzer

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* arXiv admin note: text overlap with arXiv:2112.00798 

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FasterRisk: Fast and Accurate Interpretable Risk Scores


Oct 12, 2022
Jiachang Liu, Chudi Zhong, Boxuan Li, Margo Seltzer, Cynthia Rudin

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* NeurIPS 2022 

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TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization


Sep 19, 2022
Zijie J. Wang, Chudi Zhong, Rui Xin, Takuya Takagi, Zhi Chen, Duen Horng Chau, Cynthia Rudin, Margo Seltzer

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* Accepted at IEEE VIS 2022. 5 pages, 6 figures. For a demo video, see https://youtu.be/3eGqTmsStJM. For a live demo, visit https://poloclub.github.io/timbertrek 

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Exploring the Whole Rashomon Set of Sparse Decision Trees


Sep 16, 2022
Rui Xin, Chudi Zhong, Zhi Chen, Takuya Takagi, Margo Seltzer, Cynthia Rudin

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* Accepted to NeurIPS 2022 

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Fast Sparse Classification for Generalized Linear and Additive Models


Feb 23, 2022
Jiachang Liu, Chudi Zhong, Margo Seltzer, Cynthia Rudin

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* To Appear in AISTATS 2022 

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Fast Sparse Decision Tree Optimization via Reference Ensembles


Dec 21, 2021
Hayden McTavish, Chudi Zhong, Reto Achermann, Ilias Karimalis, Jacques Chen, Cynthia Rudin, Margo Seltzer

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* Accepted by AAAI 2022 

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How Smart Guessing Strategies Can Yield Massive Scalability Improvements for Sparse Decision Tree Optimization


Dec 01, 2021
Hayden McTavish, Chudi Zhong, Reto Achermann, Ilias Karimalis, Jacques Chen, Cynthia Rudin, Margo Seltzer

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* Accepted by AAAI 2022 

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