2 papers
math.OC2025
Constrained Pricing in Choice-based Revenue Management
Qian Shao, Tien Mai, Shih-Fen Cheng
We consider a dynamic pricing problem in network revenue management where customer behavior is predicted by a choice model, i.e., the multinomial logit (MNL) model. The problem, ev…
cs.LG2024
Imitating Cost-Constrained Behaviors in Reinforcement Learning
Qian Shao, Pradeep Varakantham, Shih-Fen Cheng
Complex planning and scheduling problems have long been solved using various optimization or heuristic approaches. In recent years, imitation learning that aims to learn from exper…