3 papers
cs.LG2026
Optimizing Digital Therapeutic Interventions: Online Learning under Endogenous Adherence
Eric Pulick, Stephanie Carpenter, Matthew Buman +1
A critical challenge facing clinicians managing chronic disease interventions is sustaining long-run patient health given limited information and resources. Digital therapeutics (D…
math.OC2026
Prescriptive Optimization for Adaptive Auto-insurance Pricing with Telematics Data
Qinyang He, Yonatan Mintz
Usage-based insurance (UBI) uses telematics to align premiums with risk and encourage safe driving. However, deploying these programs is challenging due to heavy-tailed claim costs…
cs.LG2024
Applications of 0-1 Neural Networks in Prescription and Prediction
Vrishabh Patil, Kara Hoppe, Yonatan Mintz
A key challenge in medical decision making is learning treatment policies for patients with limited observational data. This challenge is particularly evident in personalized healt…