Research
Lazy estimation of variable importance for large neural networks
Yue Gao*, Abby Stevens*, Garvesh Raskutti, Rebecca Willett
ICML, 2022
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Impact of changes in protective behaviors and out-of-household activities by age on Covid-19 transmission and hospitalization in Chicago, Illinois
Anna L Hotton, Jonathan Ozik, Chaitanya Kaligotla, Nick Collier, Abby Stevens, Aditya S Khanna, Margaret M MacDonell, Cheng Wang, David J LePoire, Young-Soo Chang, Ignacio J Martinez-Moyano, Bogdan Mucenic, Harold A Pollack, John A Schneider, Charles Macal
Annals of Epidemiology, 2022
Paper
Load Balancing Schemes for Large Synthetic Population-Based Complex Simulators
Bogdan Mucenic, Chaitanya Kaligotla, Abby Stevens, Jonathan Ozik, Nicholson Collier, Charles Macal
IEEE IPDPSW, 2021
Paper
Development of a large-scale synthetic population to simulate Covid-19 transmission and response
Chaitanya Kaligotla, Abby Stevens, Jonathan Ozik, Nicholson Collier, Charles Macal, Ignacio J. Martinez-Moyano, Bogdan Mucenic, Anna Hotton, Kyoung Whan Choe
Winter Simulation Conference, 2020
Paper
Graph-Guided Regularized Regression of Pacific Ocean Climate Variables to Increase Predictive Skill of Southwestern U.S. Winter Precipitation
Abby Stevens, Rebecca Willett, Antonios Mamalakis, Efi Foufoula-Georgiou, Alejandro Tejedor, James T. Randerson, Padhraic Smyth, Stephen Wright
Journal of Climate, 2020
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Aequitas - A Bias and Fairness Audit Toolkit
Pedro Saleiro, Benedict Kuester, Loren Hinkson, Jesse London, Abby Stevens, Ari Anisfeld, Kit T Rodolfa, Rayid Ghani
Center for Data Science and Public Policy, 2018
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