1. Learning to optimize contextually constrained problems for real-time decision-generation
    Aaron Babier, Timothy C Y Chan, Adam Diamant, and Rafid Mahmood
    Management Science, 2024
  2. Knowledge-based planning for Gamma Knife
    Binghao Zhang, Aaron Babier, Mark Ruschin, and Timothy C. Y. Chan
    Medical Physics, 2024


  1. 3D dose prediction for Gamma Knife radiosurgery using deep learning and data modification
    Binghao Zhang, Aaron Babier, Timothy C.Y. Chan, and Mark Ruschin
    Physica Medica, Feb 2023


  1. OpenKBP-Opt: an international and reproducible evaluation of 76 knowledge-based planning pipelines
    Aaron Babier, Rafid Mahmood, Binghao Zhang, Victor G.L. Alves, Ana Maria Barragán-Montero, and 54 more authors
    Physics in Medicine and Biology, Sep 2022
  2. Advising student-driven analytics projects: a summary of experiences and lessons learned
    Aaron Babier, Craig Fernandes, and Ian Y. Zhu
    INFORMS Transactions on Education, Aug 2022


  1. OpenKBP: The open-access knowledge-based planning grand challenge and dataset
    Aaron Babier, Binghao Zhang, Rafid Mahmood, Kevin L. Moore, Thomas G. Purdie, and 2 more authors
    Medical Physics, Sep 2021
  2. An ensemble learning framework for model fitting and evaluation in inverse linear optimization
    Aaron Babier, Timothy C.Y. Chan, Taewoo Lee, Rafid Mahmood, and Daria Terekhov
    INFORMS Journal on Optimization, Feb 2021


  1. AutoAudio: deep learning for automatic audiogram interpretation
    Matthew G. Crowson, Jong Wook Lee, Amr Hamour, Rafid Mahmood, Aaron Babier, and 3 more authors
    Journal of Medical Systems, Aug 2020
  2. A contemporary review of machine learning in otolaryngology-head and neck surgery
    Matthew G. Crowson, Jonathan Ranisau, Antoine Eskander, Aaron Babier, Bin Xu, and 3 more authors
    The Laryngoscope, Jan 2020
  3. Knowledge-based automated planning with three-dimensional generative adversarial networks
    Aaron Babier, Rafid Mahmood, Andrea L. McNiven, Adam Diamant, and Timothy C.Y. Chan
    Med Phys, Feb 2020
  4. The importance of evaluating the complete automated knowledge-based planning pipeline
    Aaron Babier, Rafid Mahmood, Andrea L. McNiven, Adam Diamant, and Timothy C.Y. Chan
    Physica Medica, Apr 2020


  1. Automated treatment planning in radiation therapy using generative adversarial networks
    Rafid Mahmood, Aaron Babier, Andrea McNiven, Adam Diamant, and Timothy C.Y. Chan
    In Proceedings of the 3rd Machine Learning for Healthcare Conference, Aug 2018
  2. Knowledge-based automated planning for oropharyngeal cancer
    Aaron Babier, Justin J. Boutilier, Andrea L. McNiven, and Timothy C.Y. Chan
    Medical physics, Jul 2018
  3. Inverse optimization of objective function weights for treatment planning using clinical dose-volume histograms
    Aaron Babier, Justin J. Boutilier, Michael B. Sharpe, Andrea L. McNiven, and Timothy C.Y. Chan
    Physics in Medicine and Biology, May 2018