Arpit Agarwal

Semibandit Learning for Monotone Stochastic Optimization

Learning When Demand Is Unknown Airlines launching new routes cannot wait for years of historical data before deciding how many seats to offer at each fare or what prices to charge. They must learn when operating, often from incomplete feedback: selling 30 economy plus seats does not reveal whether demand was 30, 40,...