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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…
math.OC2024
Non-stationary Bandits with Habituation and Recovery Dynamics and Knapsack Constraints
Qinyang He, Yonatan Mintz
Multi-armed bandit models have proven to be useful in modeling many real world problems in the areas of control and sequential decision making with partial information. However, in…
math.OC2023
Model Based Reinforcement Learning for Personalized Heparin Dosing
Qinyang He, Yonatan Mintz
A key challenge in sequential decision making is optimizing systems safely under partial information. While much of the literature has focused on the cases of either partially know…