Speed Up the Cold-Start Learning in Two-Sided Bandits with Many Arms

Mohsen Bayati, Junyu Cao, Wanning Chen

Multi-armed bandit (MAB) algorithms are efficient approaches to reduce the opportunity cost of online experimentation and are used by companies to find the best product from period…