Dynamic Learning with Frequent New Product Launches: A Sequential Multinomial Logit Bandit Problem

Motivated by the phenomenon that companies introduce new products to keep abreast with customersu0027 rapidly changing tastes, we consider a novel online learning setting where a profit-maximizing seller needs to learn customersu0027 preferences through offering recommendations, which may contain existing products and new products that ar...More