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Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

C. Rudin. Nature Machine Intelligence, 1 (5): 206--215 (2019)
DOI: 10.1038/s42256-019-0048-x

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Reiner Rudin

Yvonne Rudin

Benjamin Rudin

Beat Rudin

Rudin Pistulli

Other publications of authors with the same name

Almost-Matching-Exactly for Treatment Effect Estimation under Network Interference.M. Awan, M. Morucci, V. Orlandi, S. Roy, C. Rudin, and A. Volfovsky. AISTATS, volume 108 of Proceedings of Machine Learning Research, page 3252-3262. PMLR, (2020)Learning Optimized Risk Scores.B. Ustun, and C. Rudin. J. Mach. Learn. Res., (2019)Regulating Greed Over Time.S. Tracà, and C. Rudin. CoRR, (2015)Machine Learning for Meeting Analysis.B. Kim, and C. Rudin. AAAI (Late-Breaking Developments), volume WS-13-17 of AAAI Technical Report, AAAI, (2013)Fast and Interpretable Mortality Risk Scores for Critical Care Patients.C. Zhu, M. Tian, L. Semenova, J. Liu, J. Xu, J. Scarpa, and C. Rudin. CoRR, (2023)A Holistic Approach to Interpretability in Financial Lending: Models, Visualizations, and Summary-Explanations.C. Chen, K. Lin, C. Rudin, Y. Shaposhnik, S. Wang, and T. Wang. CoRR, (2021)Progressive Clustering with Learned Seeds: An Event Categorization System for Power Grid.B. Xie, R. Passonneau, H. Dutta, J. Miaw, A. Radeva, A. Tomar, and C. Rudin. SEKE, page 100-105. Knowledge Systems Institute Graduate School, (2012)Supersparse Linear Integer Models for Interpretable ClassificationB. Ustun, S. Tracà, and C. Rudin. (2013)cite arxiv:1306.6677.TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization.Z. Wang, C. Zhong, R. Xin, T. Takagi, Z. Chen, D. Chau, C. Rudin, and M. Seltzer. IEEE VIS (Short Papers), page 60-64. IEEE, (2022)PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models.S. Menon, A. Damian, S. Hu, N. Ravi, and C. Rudin. CVPR, page 2434-2442. Computer Vision Foundation / IEEE, (2020)

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Disambiguation of "Rudin, Cynthia"

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Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Please choose a person to relate this publication to

Reiner Rudin

Yvonne Rudin

Benjamin Rudin

Beat Rudin

Rudin Pistulli

Other publications of authors with the same name

Disambiguation

BibSonomy

Disambiguation of "Rudin, Cynthia"

copydeleteadd this publication to your clipboardcommunity posthistory of this postURLDOIBibTeXEndNoteAPAChicagoDIN 1505HarvardMSOffice XML Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Please choose a person to relate this publication to

Reiner Rudin

Yvonne Rudin

Benjamin Rudin

Beat Rudin

Rudin Pistulli

Other publications of authors with the same name

Disambiguation

copy delete add this publication to your clipboard
community post
history of this post
URL
DOI
BibTeX
EndNote
APA
Chicago
DIN 1505
Harvard
MSOffice XML

Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead