Projects

Prediction of COVID-19 severity
Predicting of COVID-19 hospitalization, ICU, and death at the time of RT-PCR testing, days in advance of a patient seeking medical care, allowing for improved care and resource allocation
Cancer treatment planning
Automating treatment protocol selection and the design and validation of radiation treatment plans to better treat cancer
Single-entry waitlist surgical scheduling
Scheduling surgeries in a central waitlist across multiple collaborating hospitals and surgeons to maximize total surgeries and minimize wait times
Transplant matching and survival prediction
Matching pools of kidney patients to eligible donors and predicting survival of bone marrow and liver transplants using machine learning
Pandemic modeling and planning
Predicting pandemic disease spread through very large agent-based simulations and optimizing mitigation strategies through graph theory and machine learning