Thirteen projects across six themes
One question runs through all of them: how can optimization and AI help healthcare?
Methods and Models
3 projects
Many of the signals that matter most in the real world come as numerical time series: heart-rate and ECG traces in hospitals, stock prices and economic indicators in finance, or temperature and pollut

Many real decisions are shaped by an optimization problem that nobody has fully written down.

Many real decisions are constrained in ways that are only partly written down.
AI and Healthcare
2 projects
Precise modeling of patient states in critical care — essential for timely intervention and outcome prediction — remains constrained by two fundamental challenges: (1) existing models struggle to inte

Primary care clinicians spend large amounts of their working hours, both in- and outside of the clinic, updating electronic health record (EHR) documentation for patients.
Healthcare Operations & Resource Management
3 projects
We study healthcare scheduling across the patient care pathway, from surgery to post-discharge home care.

Most inventory models address demand uncertainty but give limited attention to lead time uncertainty, particularly endogenous lead time uncertainty, and often ignore stockpile policies and large-scale

Healthcare systems face increasing pressure from demand surges caused by pandemics, natural disasters, and seasonal illnesses.
Clinical Decision Support
1 projectPrecision Medicine & Personalized Treatment Optimization
3 projects
This work focuses on brain stereotactic radiosurgery for patients with multiple metastases to identify a single "isocenter" location, the point the machine rotates around as it delivers radiation from

This project tackles a practical bottleneck in radiation therapy planning: even with modern planning software, clinicians often have to "tune" dose-volume limits for tumors and nearby organs through r

This project develops a preference-aware inverse optimization + clustering framework for precision nutrition, aimed at producing diet recommendations that jointly reflect (i) expert dietary constraint

