In this paper, we study the assortment optimization problem faced by many online retailers such as Amazon. We develop a cascade multinomial logit model , based on classic model, to capture consumers' purchasing behavior across multiple stages. Unlike most of existing studies, our allows for repeated exposures product. addition, each consumer has patience budget that is sampled from known distri...