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相关论文: Assortment Optimization with Repeated Exposures an…

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In this paper we consider the problem of pricing multiple differentiated products. This is challenging as a price change in one product, not only changes the demand of that particular product, but also the demand for the other products. To…

最优化与控制 · 数学 2017-10-27 Ruben van de Geer , Sandjai Bhulai

In markets where customers tend to purchase baskets of products rather than single products, assortment optimization is a major challenge for retailers. Removing a product from a retailer's assortment can result in a severe drop in…

最优化与控制 · 数学 2025-11-18 Andrey Vasilyev , Sebastian Maier , Ralf W. Seifert

We consider a dynamic assortment selection problem, where in every round the retailer offers a subset (assortment) of $N$ substitutable products to a consumer, who selects one of these products according to a multinomial logit (MNL) choice…

机器学习 · 计算机科学 2018-07-03 Shipra Agrawal , Vashist Avadhanula , Vineet Goyal , Assaf Zeevi

We study a stylized dynamic assortment planning problem during a selling season of finite length $T$. At each time period, the seller offers an arriving customer an assortment of substitutable products and the customer makes the purchase…

机器学习 · 统计学 2021-02-22 Xi Chen , Chao Shi , Yining Wang , Yuan Zhou

Strategic product placement can have a strong influence on customer purchase behavior in physical stores as well as online platforms. Motivated by this, we consider the problem of optimizing the placement of substitutable products in…

数据结构与算法 · 计算机科学 2025-10-06 Omar El Housni , Rajan Udwani

In this paper, we investigate the capacitated assortment optimization problem with pricing under the paired combinatorial logit model, whose goal is to identify the revenue-maximizing subset of products as well as their selling prices…

最优化与控制 · 数学 2018-10-24 Daihan Zhang , Zhenghe Zhong , Chuning Gao , Rui Chen

Optimal shelflisting invites profit maximization to become sensitive to the ways in which purchasing decisions are order-dependent. We study the computational complexity of the corresponding product arrangement problem when consumers are…

计算机科学与博弈论 · 计算机科学 2016-11-15 Yongjie Yang , Dinko Dimitrov

An opaque product is a product for which only partial information is disclosed to the buyer at the time of purchase. Opaque products are common in sectors such as travel and online retail, where the car type or product color is hidden in…

最优化与控制 · 数学 2025-02-13 Omar El Housni , Adam N. Elmachtoub , Harsh Sheth , Jiaqi Shi

We study the dynamic assortment planning problem, where for each arriving customer, the seller offers an assortment of substitutable products and customer makes the purchase among offered products according to an uncapacitated multinomial…

机器学习 · 统计学 2019-02-11 Xi Chen , Yining Wang , Yuan Zhou

Due to numerous applications in retail and (online) advertising the problem of assortment selection has been widely studied under many combinations of discrete choice models and feasibility constraints. In many situations, however, an…

数据结构与算法 · 计算机科学 2023-08-11 Vineet Goyal , Salal Humair , Orestis Papadigenopoulos , Assaf Zeevi

Motivated by modern-day applications such as Attended Home Delivery and Preference-based Group Scheduling, where decision makers wish to steer a large number of customers toward choosing the exact same alternative, we introduce a novel…

最优化与控制 · 数学 2025-02-13 Omar El Housni , Marouane Ibn Brahim , Danny Segev

The assortment problem in revenue management is the problem of deciding which subset of products to offer to consumers in order to maximise revenue. A simple and natural strategy is to select the best assortment out of all those that are…

数据结构与算法 · 计算机科学 2019-02-22 Gerardo Berbeglia , Gwenaël Joret

In this paper, we consider a Markov chain choice model with single transition. In this model, customers arrive at each product with a certain probability. If the arrived product is unavailable, then the seller can recommend a subset of…

最优化与控制 · 数学 2017-02-14 Kameng Nip , Zhenbo Wang , Zizhuo Wang

We study online learning for new products on a platform that makes capacity-constrained assortment decisions on which products to offer. For a newly listed product, its quality is initially unknown, and quality information propagates…

社会与信息网络 · 计算机科学 2026-05-26 Jackie Baek , Atanas Dinev , Thodoris Lykouris

We study the assortment optimization problem under general linear constraints, where the customer choice behavior is captured by the Cross-Nested Logit model. In this problem, there is a set of products organized into multiple subsets (or…

最优化与控制 · 数学 2023-04-19 Cuong Le , Tien Mai

We address the problem of active online assortment optimization problem with preference feedback, which is a framework for modeling user choices and subsetwise utility maximization. The framework is useful in various real-world applications…

机器学习 · 计算机科学 2024-03-01 Aadirupa Saha , Pierre Gaillard

We study generalizations of online bipartite matching in which each arriving vertex (customer) views a ranked list of offline vertices (products) and matches to (purchases) the first one they deem acceptable. The number of products that the…

数据结构与算法 · 计算机科学 2023-06-27 Brian Brubach , Nathaniel Grammel , Will Ma , Aravind Srinivasan

In this paper, we consider the contextual variant of the MNL-Bandit problem. More specifically, we consider a dynamic set optimization problem, where a decision-maker offers a subset (assortment) of products to a consumer and observes the…

机器学习 · 计算机科学 2024-04-16 Priyank Agrawal , Theja Tulabandhula , Vashist Avadhanula

In this paper, we study the dynamic assortment optimization problem under a finite selling season of length $T$. At each time period, the seller offers an arriving customer an assortment of substitutable products under a cardinality…

计量经济学 · 经济学 2019-01-21 Xi Chen , Yining Wang , Yuan Zhou

Selecting which products to display and at what prices is a central decision in retail and e-commerce operations. In many applications, these two choices must be made jointly under limited display capacity and uncertain customer demand. In…

最优化与控制 · 数学 2026-04-22 Yunfan Zhang , Yuxuan Han , Hongyu Shan , Jose Blanchet , Zhengyuan Zhou