Research Interests
Areas
Machine Learning, Optimization, Human-Centered DesignTopics
Algorithmic Fairness, Interpretability, Personalization, Uncertainty QuantificationApplications
Medicine, Consumer Finance, Criminal Justice, Governance
Recent Papers
Hailey Joren, Chirag Nagpal, Katherine Heller, Berk Ustun
Spotlight Paper at NeurIPS 2023
Oral Presentation at 2022 NeurIPS Workshop for Participatory Approaches for Mental Health
Vinith M. Suriyakumar, Marzyeh Ghassemi, Berk Ustun
Jamelle Watson-Daniels, David Parkes, Berk Ustun
Lucas Monteiro Paes, Carol Long, Berk Ustun, Flavio Calmon
Sejoon Oh, Berk Ustun, Julian McAuley, Srijan Kumar
Amanda Morrison, Berk Ustun, Arielle Horenstein, Simona Kaplan, Irismar Reis de Oliveira, Sedat Batmaz, James Gross, Ekaterina Sadikova, Curt Hemanny, Pedro Pires, Philippe Goldin, Ronald Kessler, Richard G. Heimberg
Journal of Anxiety Disorders, 2022
Machine Learning Methods
Haoran Zhang, Quaid Morris, Berk Ustun, Marzyeh Ghassemi
Charles Marx, Flavio du Pin Calmon, Berk Ustun
Berk Ustun, Alexander Spangher, Yang Liu
Berk Ustun, Cynthia Rudin
Berk Ustun, Yang Liu, David Parkes
Hao Wang, Berk Ustun, Flavio du Pin Calmon
Hao Wang, Berk Ustun, Flavio du Pin Calmon
Berk Ustun, Cynthia Rudin
Berk Ustun, Cynthia Rudin
Accompanies Winning Entry for 2016 INFORMS Innovative Applications in Analytics Award
Berk Ustun, Stefano Tracà, Cynthia Rudin
AAAI Late Breaking Track, 2013
Panos Parpas, Berk Ustun, Mort Webster, Quang Kha Tran
INFORMS Journal of Computing, 2015
Machine Learning Applications
Kelly Zuromski, Berk Ustun, Irving Hwang, Terence Keane, Brian Marx, Murray Stein, Robert Ursano, Ronald Kessler
Depression and Anxiety, 2019
Berk Ustun, Lenard Adler, Cynthia Rudin, Stephen Faraone, Thomas Spencer, Patricia Berglund, Michael Gruber, Ronald Kessler
JAMA Psychiatry, 2017
Aaron Struck, Berk Ustun, Andres Rodriguez Ruiz, Jong Woo Lee, Suzette LaRoche, Lawrence J. Hirsch, Emily J. Gilmore, Jan Vlachy,
Hiba Arif Haider, Cynthia Rudin, M. Brandon Westover
JAMA Neurology, 2017
Jiaming Zeng, Berk Ustun, Cynthia Rudin
Journal of the Royal Statistical Society: Series A, 2016
Winner of the 2016 USRESP Competition
Berk Ustun, M. Brandon Westover, Cynthia Rudin, Matt Bianchi
Journal of Clinical Sleep Medicine, 2015
Theses
Berk Ustun
PhD thesis. Massachusetts Institute of Technology, 2017
Berk Ustun
Master’s thesis. Massachusetts Institute of Technology, 2012