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Publications
A full list of my publications can be found here
* denotes joint first authorship
Causally motivated multi-shortcut identification and removal
J. Zheng, M. Makar
NeurIPS, 2022 [workshop version, full paper forthcoming]
Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare
S. Tang, M. Makar, M. Sjoding, F. Doshi-Velez, J. Wiens
NeurIPS, 2022 [paper forthcoming]
Learning Concept Credible Models for Mitigating Shortcuts
J. Wang, S. Jabbour, M. Makar, M. Sjoding, J. Wiens
NeurIPS, 2022 [paper forthcoming]
Causally-motivated shortcut removal using auxiliary labels
M. Makar, B. Packer, D. Moldovan, D. Blalock, Y. Halpern, A. D'Amour
AISTATS, 2022 [paper]
Exploiting structured data for learning contagious diseases under incomplete testing
M. Makar, L. West, D. Hooper, E. Horvitz, E. Shenoy, J. Guttag
ICML, 2021, [paper]
Estimation of Bounds on Potential Outcomes for Decision Making
M. Makar, F. Johansson, J. Guttag, D. Sontag
ICML, 2020 [paper]
A Distillation Approach to Data Efficient Individual Treatment Effect Estimation
M. Makar, A. Swaminathan, E. Kiciman
AAAI, 2019 [paper]
Learning the Influence of Individual Clostridioides difficile Infections
E. Mu, M. Makar, L. West, J. Guttag, D. Rosenberg, E. Shenoy
Open Forum Infectious Diseases, 2019
Learning the Probability of Activation in the Presence of Latent spreaders
M. Makar, J. Guttag, J. Wiens
AAAI, 2018 [paper]
A generalizable, data-driven approach to predict daily risk of Clostridium difficile infection at two large academic health centers
J. Oh*, M. Makar*, et al.
Infection Control and Hospital Epidemiology, 2018 [paper]
The Most Expensive Patients in the Hospital
K. Joynt, M. Makar, A. Gawande, D. Cutler, Z. Obermeyer
Circulation, 2018 [paper]
Estimating the Causal Effectof Fine Particulate Matter Levels on Death and Hospitalization: Are Levels Below the Safety Standards Harmful?
M. Makar *, J. Antonelli*, Q. Di, J. Schwartz, D. Cutler, F. Dominici
Epidemiology, 2017 [paper]
A data-driven approach to predict daily risk of Clostridium difficile infection at two large academic health centers
J. Oh*, M. Makar*, et al.
Open Forum Infectious Diseases, 2017 [paper]
Association between the Medicare hospice benefit and health care utilization and costs for patients with poor-prognosis cancer
Z. Obermeyer, M. Makar, S. Abujaber, F. Dominici, S. Block, D. Cutler
Journal ofthe American Medical Association, 2014 [paper]
Short-term mortality prediction for elderly patients using Medicare claims data
M. Makar, M. Ghassemi, D. Cutler, Z. Obermeyer
International Journal of Machine Learning and Computing ,2015 [paper]
Cost Savings Associated with Expanded Hospice Use Among Medicare Beneficiaries with Poor Prognosis Cancer
B. Powers, M. Makar, D. Cutler, Z. Obermeyer
Journal of Palliative Medicine, 2015 [paper]
Emergency care delivery in 59 low- and middle-income countries: Systematic review
Z. Obermeyer, S. Abujaber, M. Makar, S. Stoll, S. Kayden, L. Wallis, T. Reynolds
WHO Bulletin, 2015 [paper]
Physician revealed preferences for hospice are strongly related to their patients’ enrollment in hospice
Z. Obermeyer, B. Powers, M. Makar, N. Keating, D. Cutler
Health Affairs, 2015 [paper]
Emergency Care Use and the Medicare Hospice Benefit for Individuals with Cancer with a Poor Prognosis
Z. Obermeyer, A. Clarke, M. Makar, J. Schuur, D. Cutler
Journal of the American Geriatrics Society, 2016 [paper]
Impact of a dedicated palliative radiation oncology service onthe use of single fraction and hypofractionated radiation therapy among patients with bone metasteses
S. Skamene, I. Agarwal, M. Makar, et al.
Annals of Palliative Medicine, 2017 [paper]
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