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Machine Learning, Optimization, Data Science

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Employment (1)

University of California San Diego: La Jolla, CA, US

2021 to present | Assistant Professor (Halıcıoğlu Data Science Institute)
Employment
Source: Self-asserted source
Berk Ustun

Education and qualifications (4)

Massachusetts Institute of Technology: Cambridge, MA, US

2012-09 to 2017-08 | PhD (Electrical Engineering and Computer Science)
Education
Source: Self-asserted source
Berk Ustun

Massachusetts Institute of Technology: Cambridge, MA, US

2010-09 to 2012-08 | S.M. (Computation for Design and Optimization)
Education
Source: Self-asserted source
Berk Ustun

University of California Berkeley: Berkeley, CA, US

2005-08 to 2009-12 | B.S. (Industrial Engineering and Operations Research)
Education
Source: Self-asserted source
Berk Ustun

University of California Berkeley: Berkeley, CA, US

2005-08 to 2009-12 | BA (Economics)
Education
Source: Self-asserted source
Berk Ustun

Works (20)

Classification with Conceptual Safeguards

The Twelfth International Conference on Learning Representations
2024 | Conference paper
URI:

https://openreview.net/forum?id=t8cBsT9mcg
Contributors: Hailey Joren; Charles Thomas Marx; Berk Ustun
Source: Self-asserted source
Berk Ustun

Prediction without Preclusion: Recourse Verification with Reachable Sets

The Twelfth International Conference on Learning Representations
2024 | Conference paper
URI:

https://openreview.net/forum?id=SCQfYpdoGE
Contributors: Avni Kothari; Bogdan Kulynych; Tsui-Wei Weng; Berk Ustun
Source: Self-asserted source
Berk Ustun

FINEST : Stabilizing Recommendations by Rank-Preserving Fine-Tuning

ACM Transactions on Knowledge Discovery from Data
2024-11-30 | Journal article
DOI: 10.1145/3695256
Contributors: Sejoon Oh; Berk Ustun; Julian Mcauley; Srijan Kumar
Source: check_circle
Crossref

Operationalizing the Search for Less Discriminatory Alternatives in Fair Lending

2024-06-03 | Conference paper
DOI: 10.1145/3630106.3658912
Contributors: Talia B Gillis; Vitaly Meursault; Berk Ustun
Source: check_circle
Crossref

Participatory Personalization in Classification

Thirty-seventh Conference on Neural Information Processing Systems
2023 | Conference paper
Contributors: James, Hailey; Nagpal, Chirag; Heller, Katherine A; Ustun, Berk
Source: Self-asserted source
Berk Ustun

When Personalization Harms Performance: Reconsidering the Use of Group Attributes in Prediction

Proceedings of the 40th International Conference on Machine Learning
2023 | Conference paper
URI:

https://proceedings.mlr.press/v202/suriyakumar23a.html
Contributors: Suriyakumar, Vinith Menon; Ghassemi, Marzyeh; Ustun, Berk
Source: Self-asserted source
Berk Ustun

Algorithmic Censoring in Dynamic Learning Systems

2023-10-30 | Conference paper
DOI: 10.1145/3617694.3623247
Contributors: Jennifer Chien; Margaret Roberts; Berk Ustun
Source: check_circle
Crossref

Optimized Risk Score to Predict Mortality in Patients With Cardiogenic Shock in the Cardiac Intensive Care Unit

Journal of the American Heart Association
2023-07-04 | Journal article
DOI: 10.1161/JAHA.122.029232
Contributors: Eric Yamga; Sreekar Mantena; Darin Rosen; Emily M. Bucholz; Robert W. Yeh; Leo A. Celi; Berk Ustun; Neel M. Butala
Source: check_circle
Crossref

Predictive Multiplicity in Probabilistic Classification

Proceedings of the AAAI Conference on Artificial Intelligence
2023-06-26 | Journal article
DOI: 10.1609/aaai.v37i9.26227
Part of ISSN: 2374-3468
Part of ISSN: 2159-5399
Contributors: Jamelle Watson-Daniels; David C. Parkes; Berk Ustun
Source: Self-asserted source
Berk Ustun

Learning Optimal Predictive Checklists

Advances in Neural Information Processing Systems
2021 | Conference paper
URI:

https://proceedings.neurips.cc/paper_files/paper/2021/file/09676fac73eda6cac726c43e43e86c58-Paper.pdf
Contributors: Zhang, Haoran; Morris, Quaid; Ustun, Berk; Ghassemi, Marzyeh
Source: Self-asserted source
Berk Ustun

Predictive Multiplicity in Classification

Proceedings of the 37th International Conference on Machine Learning
2020 | Conference paper
Contributors: Marx, Charles T.; Du Pin Calmon, Flavio; Ustun, Berk
Source: Self-asserted source
Berk Ustun

Actionable Recourse in Linear Classification

Proceedings of the Conference on Fairness, Accountability, and Transparency - FAT* '19
2019 | Other
DOI: 10.1145/3287560.3287566
Contributors: Berk Ustun; Alexander Spangher; Yang Liu
Source: Self-asserted source
Berk Ustun via Crossref Metadata Search

Learning Optimized Risk Scores

Journal of Machine Learning Research
2019 | Journal article
URI:

http://jmlr.org/papers/v20/18-615.html
Contributors: Berk Ustun; Cynthia Rudin
Source: Self-asserted source
Berk Ustun

Association of an Electroencephalography-Based Risk Score With Seizure Probability in Hospitalized Patients

JAMA Neurology
2017 | Journal article
DOI: 10.1001/jamaneurol.2017.2459
Part of ISSN: 2168-6149
Contributors: Aaron F. Struck; Berk Ustun; Andres Rodriguez Ruiz; Jong Woo Lee; Suzette M. LaRoche; Lawrence J. Hirsch; Emily J. Gilmore; Jan Vlachy; Hiba Arif Haider; Cynthia Rudin et al.
Source: Self-asserted source
Berk Ustun via Crossref Metadata Search

Optimized Risk Scores

Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '17
2017 | Conference paper
DOI: 10.1145/3097983.3098161
Part of ISBN: 9781450348874
Contributors: Berk Ustun; Cynthia Rudin
Source: Self-asserted source
Berk Ustun via Crossref Metadata Search

The World Health Organization Adult Attention-Deficit/Hyperactivity Disorder Self-Report Screening Scale for DSM-5

JAMA Psychiatry
2017-05-01 | Journal article
DOI: 10.1001/jamapsychiatry.2017.0298
Part of ISSN: 2168-622X
Contributors: Berk Ustun; Lenard A. Adler; Cynthia Rudin; Stephen V. Faraone; Thomas J. Spencer; Patricia Berglund; Michael J. Gruber; Ronald C. Kessler
Source: Self-asserted source
Berk Ustun via Crossref Metadata Search

Interpretable classification models for recidivism prediction

Journal of the Royal Statistical Society: Series A (Statistics in Society)
2016-09-05 | Journal article
DOI: 10.1111/rssa.12227
Part of ISSN: 0964-1998
Contributors: Jiaming Zeng; Berk Ustun; Cynthia Rudin
Source: Self-asserted source
Berk Ustun via Crossref Metadata Search

Clinical Prediction Models for Sleep Apnea: The Importance of Medical History over Symptoms

Journal of Clinical Sleep Medicine
2016-02 | Journal article
DOI: 10.5664/jcsm.5476
Part of ISSN: 1550-9389
Contributors: Berk Ustun; M. Brandon Westover; Cynthia Rudin; Matt T. Bianchi
Source: Self-asserted source
Berk Ustun via Crossref Metadata Search

Supersparse linear integer models for optimized medical scoring systems

Machine Learning
2015-11-05 | Journal article
DOI: 10.1007/s10994-015-5528-6
Part of ISSN: 0885-6125
Contributors: Berk Ustun; Cynthia Rudin
Source: Self-asserted source
Berk Ustun via Crossref Metadata Search

Importance Sampling in Stochastic Programming: A Markov Chain Monte Carlo Approach

INFORMS Journal on Computing
2015-04 | Journal article
DOI: 10.1287/ijoc.2014.0630
Part of ISSN: 1091-9856
Contributors: Panos Parpas; Berk Ustun; Mort Webster; Quang Kha Tran
Source: Self-asserted source
Berk Ustun via Crossref Metadata Search
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