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Ethical Machine Learning in Health Care

Oct 08, 2020
Irene Y. Chen, Emma Pierson, Sherri Rose, Shalmali Joshi, Kadija Ferryman, Marzyeh Ghassemi

* Annual Reviews in Biomedical Data Science 2021 

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Concept Bottleneck Models

Jul 09, 2020
Pang Wei Koh, Thao Nguyen, Yew Siang Tang, Stephen Mussmann, Emma Pierson, Been Kim, Percy Liang

* ICML 2020 

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Predicting pregnancy using large-scale data from a women's health tracking mobile application

Dec 05, 2018
Bo Liu, Shuyang Shi, Yongshang Wu, Daniel Thomas, Laura Symul, Emma Pierson, Jure Leskovec

* An earlier version of this paper was presented at the 2018 NeurIPS ML4H Workshop 

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Inferring Multi-Dimensional Rates of Aging from Cross-Sectional Data

Jul 12, 2018
Emma Pierson, Pang Wei Koh, Tatsunori Hashimoto, Daphne Koller, Jure Leskovec, Nicholas Eriksson, Percy Liang

* Accepted at Joint ICML and IJCAI Workshop on Computational Biology, 2018 

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Fast Threshold Tests for Detecting Discrimination

Mar 10, 2018
Emma Pierson, Sam Corbett-Davies, Sharad Goel

* Accepted at AISTATS 2018; slightly shorter camera-ready version 

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SIMLR: A Tool for Large-Scale Genomic Analyses by Multi-Kernel Learning

Jan 18, 2018
Bo Wang, Daniele Ramazzotti, Luca De Sano, Junjie Zhu, Emma Pierson, Serafim Batzoglou

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