Följ
Chudi Zhong
Titel
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Interpretable machine learning: Fundamental principles and 10 grand challenges
C Rudin, C Chen, Z Chen, H Huang, L Semenova, C Zhong
Statistic Surveys 16, 1-85, 2022
6912022
Generalized and scalable optimal sparse decision trees
J Lin*, C Zhong*, D Hu, C Rudin, M Seltzer
International Conference on Machine Learning, 6150-6160, 2020
1622020
Exploring the whole rashomon set of sparse decision trees
R Xin*, C Zhong*, Z Chen*, T Takagi, M Seltzer, C Rudin
Advances in Neural Information Processing Systems 35, 14071-14084, 2022
482022
Fast sparse decision tree optimization via reference ensembles
H McTavish*, C Zhong*, R Achermann, I Karimalis, J Chen, C Rudin, ...
Proceedings of the AAAI Conference on Artificial Intelligence 36 (9), 9604-9613, 2022
352022
Fast sparse classification for generalized linear and additive models
J Liu, C Zhong, M Seltzer, C Rudin
Proceedings of machine learning research 151, 9304, 2022
172022
TimberTrek: exploring and curating sparse decision trees with interactive visualization
ZJ Wang, C Zhong, R Xin, T Takagi, Z Chen, DH Chau, C Rudin, ...
2022 IEEE Visualization and Visual Analytics (VIS), 60-64, 2022
152022
FasterRisk: Fast and Accurate Interpretable Risk Scores
J Liu*, C Zhong*, B Li, M Seltzer, C Rudin
Advances in Neural Information Processing Systems 35, 17760-17773, 2022
112022
Exploring and Interacting with the Set of Good Sparse Generalized Additive Models
C Zhong*, Z Chen*, J Liu, M Seltzer, C Rudin
Advances in Neural Information Processing Systems 36, 2024
7*2024
Okridge: Scalable optimal k-sparse ridge regression
J Liu, S Rosen, C Zhong, C Rudin
Advances in neural information processing systems 36, 2024
12024
Amazing Things Come From Having Many Good Models
C Rudin, C Zhong, L Semenova, M Seltzer, R Parr, J Liu, S Katta, ...
arXiv preprint arXiv:2407.04846, 2024
2024
Interpretability and Multiplicity: a Path to Trustworthy Machine Learning
C Zhong
Duke University, 2024
2024
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Artiklar 1–11