Sotabase

Career

· Assistant Professor, University of California, Berkeley2025–
· Andrew H. and Ann R. Tisch Assistant Professor, Cornell Tech2021–2024
· Assistant Professor, Cornell Tech2021–2024
· Senior Researcher, Microsoft Research New England2020–2021
· PhD in Computer Science, Stanford University2015–2020
· MS by Research, Statistics, Oxford University2014–2015
· MS by Research in Statistics, University of Oxford2014–2015
· MS in Statistics, University of Oxford2014–2015
· Data Scientist, 23andMe2013–2014
· Analytics Intern, Coursera2013–2013
· MS in Computer Science, Stanford University2013–2013
· BS, Physics (with distinction), Stanford University2009–2013
· Assistant Professor, Cornell University

Publications (62)

WILDS: A Benchmark of in-the-Wild Distribution Shifts
International Conference on Machine Learning · 2020
1,674
cited
Mobility network models of COVID-19 explain inequities and inform reopening
Nature · 2020
1,393
cited
Algorithmic Decision Making and the Cost of Fairness
Knowledge Discovery and Data Mining · 2017
1,332
cited
Concept Bottleneck Models
International Conference on Machine Learning · 2020
1,089
cited
Visualization and analysis of single-cell RNA-seq data by kernel-based similarity learning
Nature Methods · 2016
634
cited
ZIFA: Dimensionality reduction for zero-inflated single-cell gene expression analysis
Genome Biology · 2015
570
cited
Ethical Machine Learning in Health Care
Annual Review of Biomedical Data Science · 2020
485
cited
A large-scale analysis of racial disparities in police stops across the United States
Nature Human Behaviour · 2020
411
cited
An algorithmic approach to reducing unexplained pain disparities in underserved populations
Nature Medicine · 2021
216
cited
Sharing and Specificity of Co-expression Networks across 35 Human Tissues
PLoS Comput. Biol. · 2014
167
cited
Human mobility networks reveal increased segregation in large cities
Nature · 2023
106
cited
Higher Absolute Lymphocyte Counts Predict Lower Mortality from Early-Stage Triple-Negative Breast Cancer
Clinical Cancer Research · 2018
76
cited
Denoising genome-wide histone ChIP-seq with convolutional neural networks
bioRxiv · 2016
63
cited
SIMLR: a tool for large-scale single-cell analysis by multi-kernel learning
bioRxiv · 2017
54
cited
Fast Threshold Tests for Detecting Discrimination
International Conference on Artificial Intelligence and Statistics · 2017
53
cited
Implications of Race Adjustment in Lung-Function Equations.
New England Journal of Medicine · 2024
53
cited
Daily, weekly, seasonal and menstrual cycles in women’s mood, behaviour and vital signs
Nature Human Behaviour · 2021
51
cited
Demographics and discussion influence views on algorithmic fairness
2017
49
cited
Supporting COVID-19 Policy Response with Large-scale Mobility-based Modeling
medRxiv · 2021
45
cited
Modeling Individual Cyclic Variation in Human Behavior
The Web Conference · 2017
39
cited
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Emma Pierson | Researcher Profile | Sotabase | Sotabase