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Characterizing the Value of Information in Medical Notes

Oct 07, 2020
Chao-Chun Hsu, Shantanu Karnwal, Sendhil Mullainathan, Ziad Obermeyer, Chenhao Tan

* 15 pages, 12 figures, Findings of EMNLP 2020, code is available at https://github.com/BoulderDS/value-of-medical-notes 

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Quantifying the Causal Effects of Conversational Tendencies

Sep 08, 2020
Justine Zhang, Sendhil Mullainathan, Cristian Danescu-Niculescu-Mizil

* 24 pages, 6 figures. In Proceedings of CSCW, 2020 

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Measuring the Completeness of Theories

Oct 15, 2019
Drew Fudenberg, Jon Kleinberg, Annie Liang, Sendhil Mullainathan


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The Algorithmic Automation Problem: Prediction, Triage, and Human Effort

Mar 28, 2019
Maithra Raghu, Katy Blumer, Greg Corrado, Jon Kleinberg, Ziad Obermeyer, Sendhil Mullainathan


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Discrimination in the Age of Algorithms

Feb 11, 2019
Jon Kleinberg, Jens Ludwig, Sendhil Mullainathan, Cass R. Sunstein


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Measuring the Stability of EHR- and EKG-based Predictive Models

Dec 01, 2018
Andrew C. Miller, Ziad Obermeyer, Sendhil Mullainathan

* Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:cs/0101200 

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A Probabilistic Model of Cardiac Physiology and Electrocardiograms

Dec 01, 2018
Andrew C. Miller, Ziad Obermeyer, David M. Blei, John P. Cunningham, Sendhil Mullainathan

* Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:cs/0101200 

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Direct Uncertainty Prediction for Medical Second Opinions

Sep 13, 2018
Maithra Raghu, Katy Blumer, Rory Sayres, Ziad Obermeyer, Sendhil Mullainathan, Jon Kleinberg


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Simplicity Creates Inequity: Implications for Fairness, Stereotypes, and Interpretability

Sep 12, 2018
Jon Kleinberg, Sendhil Mullainathan


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Machine Learning Tests for Effects on Multiple Outcomes

Jul 05, 2017
Jens Ludwig, Sendhil Mullainathan, Jann Spiess


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The Theory is Predictive, but is it Complete? An Application to Human Perception of Randomness

Jun 21, 2017
Jon Kleinberg, Annie Liang, Sendhil Mullainathan


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Comparison-Based Choices

May 16, 2017
Jon Kleinberg, Sendhil Mullainathan, Johan Ugander

* 20 pages, 3 figures 

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Inherent Trade-Offs in the Fair Determination of Risk Scores

Nov 17, 2016
Jon Kleinberg, Sendhil Mullainathan, Manish Raghavan

* To appear in Proceedings of Innovations in Theoretical Computer Science (ITCS), 2017 

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Assessing Human Error Against a Benchmark of Perfection

Jun 15, 2016
Ashton Anderson, Jon Kleinberg, Sendhil Mullainathan

* KDD 2016; 10 pages 

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