Learning and Optimization with Seasonal Patterns

Ningyuan Chen, Chun Wang, Longlin Wang

A standard assumption adopted in the multi-armed bandit (MAB) framework is that the mean rewards are constant over time. This assumption can be restrictive in the business world as…